{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8df23941",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e829eb30",
   "metadata": {},
   "outputs": [],
   "source": [
    "%run f2forecast.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5ecd8811",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xm</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002-01-01</th>\n",
       "      <td>6164.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-02-01</th>\n",
       "      <td>5377.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-03-01</th>\n",
       "      <td>5331.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-04-01</th>\n",
       "      <td>4869.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-05-01</th>\n",
       "      <td>4516.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Y\n",
       "Xm                \n",
       "2002-01-01  6164.3\n",
       "2002-02-01  5377.2\n",
       "2002-03-01  5331.6\n",
       "2002-04-01  4869.2\n",
       "2002-05-01  4516.4"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_excel(\"MyDump.xlsx\", index_col='Xm')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5601832b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Y\n",
      "Xm                 \n",
      "2002-01-01  6164.30\n",
      "2002-02-01  5377.20\n",
      "2002-03-01  5331.60\n",
      "2002-04-01  4869.20\n",
      "2002-05-01  4516.40\n",
      "...             ...\n",
      "2022-04-01  8983.60\n",
      "2022-05-01  8692.07\n",
      "2022-06-01  8509.58\n",
      "2022-07-01  8897.92\n",
      "2022-08-01  9098.21\n",
      "\n",
      "[248 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "df=validate_series(df)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "551cba84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<AxesSubplot:>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, ts_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "10b8550c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>248.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7499.900745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1556.833063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4145.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6371.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7455.940500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8582.563000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11781.900000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Y\n",
       "count    248.000000\n",
       "mean    7499.900745\n",
       "std     1556.833063\n",
       "min     4145.600000\n",
       "25%     6371.350000\n",
       "50%     7455.940500\n",
       "75%     8582.563000\n",
       "max    11781.900000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "67d45ee8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Y'}>]], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5e9ab833",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshold_ad = ThresholdAD(high=11781, low=4145)\n",
    "anomalies = threshold_ad.detect(df)\n",
    "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "864a4e5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xm</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-01</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Y\n",
       "Xm              \n",
       "2020-12-01  True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anomalies[anomalies.Y]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8e3baeba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "outlier_detector = OutlierDetector(LocalOutlierFactor(contamination=0.05))\n",
    "anomalies = outlier_detector.fit_detect(df)\n",
    "plot(df, anomaly=anomalies, ts_linewidth=2, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c816fd61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2002-05-01    True\n",
       "2002-06-01    True\n",
       "2002-07-01    True\n",
       "2002-08-01    True\n",
       "2002-09-01    True\n",
       "2003-06-01    True\n",
       "2003-07-01    True\n",
       "2003-08-01    True\n",
       "2019-12-01    True\n",
       "2020-12-01    True\n",
       "2021-01-01    True\n",
       "2021-12-01    True\n",
       "2022-01-01    True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anomalies[anomalies]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f46d2509",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1520x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sesonal(df,12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6b510c78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1520x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sesonal(df['2004':'2020'],12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9e8af614",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Мультипликативная модель')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# декомпозиция \n",
    "result_M = seasonal_decompose(df.Y, model='multiplicative', period=12)\n",
    "\n",
    "# Построение графика\n",
    "plt.rcParams.update({'figure.figsize': (10,10)})\n",
    "result_M.plot().suptitle('Мультипликативная модель')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9ac38736",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01    1.166092\n",
       "2011-02-01    1.058639\n",
       "2011-03-01    1.075465\n",
       "2011-04-01    0.956153\n",
       "2011-05-01    0.911538\n",
       "2011-06-01    0.866773\n",
       "2011-07-01    0.878570\n",
       "2011-08-01    0.884702\n",
       "2011-09-01    0.906076\n",
       "2011-10-01    1.020676\n",
       "2011-11-01    1.089932\n",
       "2011-12-01    1.185383\n",
       "Freq: MS, Name: seasonal, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_M.seasonal['2011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5789a284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01    7255.943590\n",
       "2011-02-01    7291.948909\n",
       "2011-03-01    7347.903331\n",
       "2011-04-01    7385.297620\n",
       "2011-05-01    7411.521849\n",
       "2011-06-01    7452.809474\n",
       "2011-07-01    7513.036778\n",
       "2011-08-01    7572.040116\n",
       "2011-09-01    7614.429603\n",
       "2011-10-01    7621.401748\n",
       "2011-11-01    7616.233117\n",
       "2011-12-01    7615.871662\n",
       "Freq: MS, Name: trend, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_M.trend['2011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e2100caa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Адитивная модель')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Decompose \n",
    "result_A = seasonal_decompose(df.Y, model='additive', period=12)\n",
    "\n",
    "# Plot\n",
    "plt.rcParams.update({'figure.figsize': (10,10)})\n",
    "result_A.plot().suptitle('Адитивная модель')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6f2e712f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01    1229.455922\n",
       "2011-02-01     416.657932\n",
       "2011-03-01     553.121182\n",
       "2011-04-01    -346.448894\n",
       "2011-05-01    -659.839153\n",
       "2011-06-01    -978.800143\n",
       "2011-07-01    -860.957103\n",
       "2011-08-01    -837.226201\n",
       "2011-09-01    -696.570034\n",
       "2011-10-01     146.802383\n",
       "2011-11-01     658.930449\n",
       "2011-12-01    1374.873660\n",
       "Freq: MS, Name: seasonal, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_A.seasonal['2011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "510da13b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01    7255.943590\n",
       "2011-02-01    7291.948909\n",
       "2011-03-01    7347.903331\n",
       "2011-04-01    7385.297620\n",
       "2011-05-01    7411.521849\n",
       "2011-06-01    7452.809474\n",
       "2011-07-01    7513.036778\n",
       "2011-08-01    7572.040116\n",
       "2011-09-01    7614.429603\n",
       "2011-10-01    7621.401748\n",
       "2011-11-01    7616.233117\n",
       "2011-12-01    7615.871662\n",
       "Freq: MS, Name: trend, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_A.trend['2011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "958969ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<AxesSubplot:>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df['2011':]\n",
    "plot(df, ts_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ebca05a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xm</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-01</th>\n",
       "      <td>8588.26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-01</th>\n",
       "      <td>7901.81230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-03-01</th>\n",
       "      <td>8049.67021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-04-01</th>\n",
       "      <td>7096.13740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-05-01</th>\n",
       "      <td>6499.89805</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Y\n",
       "Xm                    \n",
       "2011-01-01  8588.26000\n",
       "2011-02-01  7901.81230\n",
       "2011-03-01  8049.67021\n",
       "2011-04-01  7096.13740\n",
       "2011-05-01  6499.89805"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "train=df['2011':'2019']\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "483d20b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xm</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>10352.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>9684.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>9633.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>8247.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>8285.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Y\n",
       "Xm                 \n",
       "2020-01-01  10352.1\n",
       "2020-02-01   9684.3\n",
       "2020-03-01   9633.4\n",
       "2020-04-01   8247.1\n",
       "2020-05-01   8285.9"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test=df['2020':]\n",
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "37b680c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "fit1 = ExponentialSmoothing(train, seasonal_periods=12, trend='add', seasonal='mul').fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "63311f2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'smoothing_level': 0.819186493639769,\n",
       " 'smoothing_trend': 9.95918634804163e-05,\n",
       " 'smoothing_seasonal': 0.10491045292003555,\n",
       " 'damping_trend': nan,\n",
       " 'initial_level': 7573.202408804945,\n",
       " 'initial_trend': 21.15461502421465,\n",
       " 'initial_seasons': array([1.17596594, 1.0754356 , 1.10041243, 0.97633811, 0.93886584,\n",
       "        0.90671112, 0.91959829, 0.90224929, 0.92208216, 1.02106253,\n",
       "        1.09913454, 1.18350698]),\n",
       " 'use_boxcox': False,\n",
       " 'lamda': None,\n",
       " 'remove_bias': False}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit1.params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "40a588b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01     8930.705167\n",
       "2011-02-01     7933.421815\n",
       "2011-03-01     8114.428873\n",
       "2011-04-01     7173.062110\n",
       "2011-05-01     6856.986118\n",
       "                  ...     \n",
       "2019-08-01     8384.524135\n",
       "2019-09-01     8590.682530\n",
       "2019-10-01     9242.979036\n",
       "2019-11-01     9906.393689\n",
       "2019-12-01    10756.638947\n",
       "Freq: MS, Length: 108, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit1.fittedvalues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5cbff93b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2020-01-01    10830.590276\n",
       "2020-02-01     9882.952136\n",
       "2020-03-01    10151.166665\n",
       "2020-04-01     9043.497742\n",
       "2020-05-01     8690.648602\n",
       "2020-06-01     8462.995153\n",
       "2020-07-01     8645.795087\n",
       "2020-08-01     8469.941305\n",
       "2020-09-01     8604.378491\n",
       "2020-10-01     9666.188255\n",
       "2020-11-01    10319.977412\n",
       "2020-12-01    11157.930624\n",
       "2021-01-01    11128.050968\n",
       "2021-02-01    10153.766253\n",
       "2021-03-01    10428.696693\n",
       "2021-04-01     9290.182390\n",
       "2021-05-01     8927.170737\n",
       "2021-06-01     8692.800346\n",
       "2021-07-01     8880.034006\n",
       "2021-08-01     8698.898925\n",
       "2021-09-01     8836.447417\n",
       "2021-10-01     9926.310635\n",
       "2021-11-01    10597.072216\n",
       "2021-12-01    11456.855895\n",
       "2022-01-01    11425.511660\n",
       "2022-02-01    10424.580369\n",
       "2022-03-01    10706.226720\n",
       "2022-04-01     9536.867038\n",
       "2022-05-01     9163.692872\n",
       "2022-06-01     8922.605539\n",
       "2022-07-01     9114.272925\n",
       "2022-08-01     8927.856544\n",
       "2022-09-01     9068.516344\n",
       "Freq: MS, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit1.forecast(33)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "75bff30c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(figsize=(15,6), color='black', title=\"Прогноз методом Хольта Винтерса\" )\n",
    "fit1.fittedvalues.plot(ax=ax, style='--', color='red')\n",
    "fit1.forecast(27).plot(ax=ax, style='--', color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6b2126b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "fit2 = ExponentialSmoothing(train, seasonal_periods=12, trend='add', seasonal='add').fit()\n",
    "fit3 = ExponentialSmoothing(train, seasonal_periods=12, trend='mul', seasonal='add').fit()\n",
    "fit4 = ExponentialSmoothing(train, seasonal_periods=12, trend='mul', seasonal='mul').fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "061e6073",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAF8CAYAAABlgOKGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAD7v0lEQVR4nOzdd3yT9fbA8U/SvUt3SzdQVtlLlOVAcG8QVPSq3N91i3vgVa8Tt+LeCgriwgEOpgWBgkAnpZTuvfdukt8fTxNaaEtnkrbn/Xr5urfJkzynIW1znvP9nqPS6XQ6hBBCCCGEEEL0K2pTByCEEEIIIYQQouskmRNCCCGEEEKIfkiSOSGEEEIIIYTohySZE0IIIYQQQoh+SJI5IYQQQgghhOiHJJkTQgghhBBCiH7I0tQBCCGEaFtWVhbz588nLCys1e1FRUUsWLCA//73vyaKbHCKj49n2bJlfP7554wbNw6AkpISFi1axMqVK5k3b55pA2wWGRnJ8uXLCQkJAUCj0TBkyBCeeuophg0bZuLohBBC9CZJ5oQQwozZ2try008/tbpt9erVlJaWmiiiwWvs2LE8+OCD3HPPPfz44484ODhw7733ctVVV5lNIqcXGBjY6n3z0Ucf8eyzz/LZZ5+ZMCohhBC9TZI5IYTox2644QbGjBnDwYMHKS0t5bLLLuPuu+8GYOvWrbz99ttotVocHBx49NFHGT9+PKtXr+arr77C29sbgGeeeYYbb7yRw4cPA0pF8JJLLuHw4cM0Njby4osvsnfvXiwsLBg/fjyPPvoojo6OPP/882zfvh2Ayy+/nDvvvPOU+EaOHElwcDB//PEHALm5uZxzzjlcdtllvPjii1RWVvLcc89x7NgxGhsbmTlzJg899BC33XYbBQUFJCcnM3ToUGxtbXnppZeorKzkpZdeora2FisrK+69917mzJkDwLXXXkttbS3QunpZWVnJ008/zdGjR1GpVMyePZv77rsPS0tLzjnnHMrKyti7dy82NjbU1dVx1llnMWbMGNasWXPK93Pttddy8OBBHnvsMQIDA3F2duY///mP4f533nmHTZs2YWFhQUhICE888QSenp6nvOZZWVk8/vjjTJ8+3fBa68XGxrJy5UpqamrIz88nJCQEf39/Xn75ZZ566inS09MpKyvDwcGBV155hdDQ0A7fIzqdjvLycjw9PQH44Ycf+OOPP/jggw8AuOWWW2hoaGDNmjXccMMNXHfddSxcuNDw/rruuutITExk+/bt5ObmYmNjg5ubG8uWLeP8889v89/P0tKSMWPGsHz5cnbt2kVNTQ333Xcf559/PgAffPABP/74I5aWlgQFBfHiiy9iYWHRre9PCCEGM9kzJ4QQ/Vxqairr1q3jxx9/ZPPmzezYsYPk5GSefPJJVq9ezc8//8zdd9/N7bffTlVVFQAXXnghP/30Ez/99BNubm7tPvd7771HQUGB4VitVstLL71EWVkZnp6ebN68mc8++4z33nuPxsbGNp/Dzs6OhIQEADZu3Iifn5/hvueff56xY8fyww8/sHHjRkpLS/nss8/46KOP+Omnn/Dy8uKVV14x/P+7776bxx9/nF9++YVVq1bx4IMPkpmZCYBWqzXEee211xrO8eyzz+Lq6sovv/zC999/T2JiIp9++qnh/sDAQHbt2gXAn3/+iaura4ev99NPP01SUhJ//PEHq1atQqVSAfD999+za9cuvvvuO3755RdGjBjBI488Ynhcy9d86tSp7T7/uHHj+Omnn3j22WcNFbZ33nmHiIgInJ2d+eabb/jjjz8IDw/nq6++avM5MjIyuOyyy7jsssuYPXs269at48YbbzzluJ9//pnExMQOv1+Ae+65h59++olzzjmHm266iZ9++omrrrqq3X8/UJZ32tnZ8cMPP/DGG2/w2GOPUVJSwrZt2/jhhx/45ptv+PXXX/H392ft2rVd+v6EEEIopDInhBD93OLFi7GyssLKyoqFCxeye/duQkNDOeOMMwgICABg5syZuLm5ERcX1+Zz1NXVcdlllwG0SsoiIiJYsWIFVlZWgFKpueOOO/jf//7H8uXLeffdd/n0009ZuHCh4ZiTXXjhhfz222+MHj2azZs3c9FFF1FQUADAzp07iY2N5bvvvjPE0Z6YmBgCAwOZMGECACNGjGDy5Mns37+fgIAAampq2nxcREQE69atQ6VSYW1tzbXXXssXX3zBv//971bxnXfeeWzcuJHLL7+c/fv3txtHamoq1dXV1NfXEx8fz/Tp0w3nufLKK7G3twdg2bJlvP/++zQ0NLT7XPrvWf/ae3l5sWLFCsaMGXPKcQsXLiQgIIA1a9aQnp7O/v37mTRpUpvPefIyy40bN3LzzTezbds2w21lZWW8//773H777fz222+G21966SXee+89QEkKO3K6f7/rr78egFGjRhEWFsaBAwc4cOAACxcuxMXFBYBHH33UcHxnvz8hhBAKSeaEEKKfs7Q88atcp9OhVqvRarWGilHL+5qamtp8jpZ78/TLLIFTnker1dLY2IhOp6OyspLbb7+d6667jgsvvJBjx46d0qwFYP78+dxxxx2cffbZhISE4OLiYkjmtFotb775pqExR0VFxSlx62k0mna/p5ycHIYMGdLm49r6Hlq+DjNmzGDDhg2kp6dTWVnJiBEj2k3mSkpKuOuuu3j00Uepr6/nvvvu48cff8TT0/O052nv+2r52v/555/cc889bNmy5ZTjvv76azZs2MB1113HJZdcgqurK1lZWW0+58kuv/xynn32WZKTkw23rVq1iltvvdWQfOo99NBDrZZZduR0/34WFhatjrWwsMDCwqLVMRUVFVRUVBAREdHt708IIQYrWWYphBD93M8//4xWq6W8vJzffvuNc845h5kzZ7J7927DEsS9e/eSm5trqGp1ln6JXmNjI1qtlq+++oqzzjqLbdu2sWzZMurr67GxscHa2pqKioo2n8PFxYWhQ4eyatUqrrjiilb3zZo1i88//xydTkdDQwO33XYba9eubfN5Jk6cSEpKCjExMQAkJSVx4MABpk+fzubNmw175042a9Ys1q5dazjHhg0bOPPMMw33q9VqZs2axcMPP2yokLVFo9GwYsUKzj77bC6++GKuuuoqZs+ezYoVK9BoNMyePZvvv//eUCFcs2YN06ZNw9ramqamplZJd3tcXV0N+/5Otnv3bq644gquueYaQkJC2L59OxqN5rTPCXDw4EEAQ4fLI0eOkJuby5VXXtmpx7fndP9+GzduBJROoKmpqUybNo0zzzyTLVu2GJb8rl69ms8//7xH358QQgxWUpkTQoh+rq6ujquvvprq6mqWLl3KzJkzAXjyySe588470Wg02Nra8v777+Pk5NSl577ttttYtWoVl19+OU1NTYwfP54nnngCJycn9u3bxyWXXIJKpeL888/vcB/YhRdeyKuvvsrs2bNJSUkx3P7444/z3HPPcckll9DY2MiZZ57Jrbfe2uZzuLm58eabb/LMM89QV1eHSqXihRdeICUlhXfeeQcvLy9+/fVXQGmAotFouOKKK1i5ciXPPvus4RyzZ89u1bREH993333H+++/z759+9o8v77xysMPP2y47b///S+LFi3itdde4/777yc3N5drrrkGrVZLUFAQr7zyCqtWreKXX37hueeea/N59cssm5qa0Ol07R53880389///tewpHHixIkcO3aszWP1e+ZAqYhZW1uzevVqnJ2dASgvL+epp55q87Fdcbp/v0OHDrFhwwa0Wi2vv/46Li4uzJ07l+PHj7NkyRIAhg8fzjPPPMPRo0c7/f0JIYRQqHQ6nc7UQQghhOiek7sPDkY//PAD2dnZ3HXXXa1uf+SRR7jiiiuYMWOGiSIb3EaOHMnevXs7bLAjhBCiZ6QyJ4QQol+bNm0a4eHhp9y+ZMkS/P39TRCREEIIYRxSmRNCCCGEEEKIfkgaoAghhBBCCCFEPyTJnBBCCCGEEEL0Q5LMCSGEEEIIIUQ/1KkGKNHR0bzyyiusWbOGhIQEnnnmGSwsLLC2tmbVqlV4eHiwYcMG1q9fj6WlJbfddhtnn302dXV1PPjggxQXF+Pg4MCqVatwc3MjKiqK5557DgsLC2bNmsWdd97Z5nn1c3GEEEIIIYQQYrCaMmVKm7efNpn76KOP+Pnnn7GzswPgueee44knnmD06NGsX7+ejz76iFtvvZU1a9bw/fffU19fz9KlSznrrLNYt24dYWFh3HXXXWzatIl3332XlStX8uSTT7J69WoCAgL497//TXx8PGPHju1S4EKcTkJCAqNHjzZ1GKIfk/eQ6Al5/4iekveQ6Al5/wwcHRW4TrvMMjAwkNWrVxu+fu211wxvDI1Gg42NDTExMUyaNAlra2ucnJwIDAzk6NGjHDx4kNmzZwMwZ84c9u7dS1VVFQ0NDQQGBqJSqZg1axZ79+7t6fcohBBCCCGEEIPKaStzCxYsICsry/C1l5cXAIcOHWLt2rV89dVX7Nq1CycnJ8MxDg4OVFVVUVVVZbjdwcGByspKqqqqcHR0bHVsZmZmu+dPSEjo+nclBFBXVyfvH9Ej8h4SPSHvH9FT8h4SPSHvn8GhW0PDN2/ezHvvvceHH36Im5sbjo6OVFdXG+6vrq7Gycmp1e3V1dU4Ozu3eayzs3O755LysOguWV4gekreQ6In5P0jekreQ6In5P0zcPRomeXJfvrpJ9auXcuaNWsICAgAYPz48Rw8eJD6+noqKytJTk4mLCyMyZMn89dffwEQERHBlClTcHR0xMrKioyMDHQ6Hbt372bq1Knd/NaEEEIIIYQQYnDqUmVOo9Hw3HPP4evry1133QXAtGnTuPvuu7nhhhtYunQpOp2OFStWYGNjw5IlS3j44YdZsmQJVlZWvPrqqwA8/fTTPPDAA2g0GmbNmsWECRN6/zsTQgghhBBCiAGsU8mcv78/GzZsAGD//v1tHrNo0SIWLVrU6jY7OzveeuutU46dOHGi4fmEEEIIIYQQQnSdDA0XQgghhBBCiH5IkrluuPvuu/nwww8NX1dXV7NgwQKOHj1qwqiEEEIIIYQQg4kkc93w1FNPsW7dOo4fPw7AqlWrWLx4MaNGjTJxZEIIIYQQQojBQpK5bnBzc+OJJ55g5cqV7N+/n8zMTP71r3+ZOiwhhBBCCCHEINKtOXPm4ssvv+TTTz/t1ee8+eabWbZs2WmPO+ecc9iyZQuPPPII69atQ6VS9WocQgghhBBCCNGRfp3Mmdrll19OXV0d3t7epg5FCCGEEEIIMcj062Ru2bJlnaqiCSGEEEIIMdAkJyezcuVKPvnkE+zt7U0djjAB2TMnhBBCCCFEP7Rt2zbWr19PZGSkqUMRJiLJXA/MmDGD119/3dRhCCGEEEKIQaikpASA6OhoE0ciTEWSOSGEEEIIIfohfTIXFRVl2kCEyUgyJ4QQQgghRD8klTkhyZwQQgghhBD9kD6Zi4+Pp6GhwcTRCFPo190shRBCCCGEGKz0yVxjYyNHjx5l/PjxJo7IPMXmxxKRHoG7vTtudm6427nj7eiNv7O/qUPrMUnmhBBCCCGE6IdKSkoYOXIkiYmJREVFSTLXjh1pO7jn93tOuX3dVeu4NvxaE0TUeySZE0IIIYQQoh8qKSnhvPPOIz09XfbNtSG1NJW9WXu5btx1LB67mOLaYkpqSyiqKcLR2pG5QXNNHWKPSTInhBBCCCFEP1RSUoKXlxfh4eGSzLVhe+p2bv3lVlLvSSXYNRhvR29Th9TrpAGKEEIIIYQQ/UxtbS21tbW4ubkxceJEoqKi0Ol0pg7LrKSXp6NWqRnqNPSU+9bGrOWtyLdMEFXvkmROCCGEEEKIfkbf/MTNzY0JEyZQXFxMTk6OiaMyL+nl6Qx1GoqVhdUp9/1y7Bfe3v+2CaLqXZLMCSGEEEII0c+0TOYmTpwIyPDwk6WXpRPkGtTmff5O/mRVZPX7aqYkc0IIIYQQQvQzLZM5fRdL2TfXWnp5OkEu7SRzzv7UNtVSWldq5Kh6lzRAEUIIIYQQop9pmcw5OzsTGhoqlbmT/HXTX2h12jbv08+Yy6rIws3OzZhh9SpJ5oQQQgghhOhnWiZzABMmTJDK3EkCXQLbvc/f2R8VKvKr8qEfN7mUZZZCCCGEEEL0MycncxMnTiQpKYnq6mpThmU2koqTWLV7FXlVeW3eP33odOpX1jN/2HwjR9a7JJkTQgghhBCinykpKcHKygoHBwdAqczpdDpiY2NNHJl52Je1j0e2PUJZXVmb91uoLdrsctnfSDInhBBCCCFEP1NSUoKbmxsqlQpAOlqeJL08Heh4qeUT259gdeRqY4XUJySZE0IIIYQQop/RJ3N6gYGBuLq6yr65Zull6Xg5eGFvZd/uMVtStvDLsV+MGFXvk2ROCCGEEEKIfubkZE6lUjFhwgSpzDXraCyBnr+zMmuuP5NkTgghhBBCiH7m5GQOlH1zsbGxaDQaE0VlPjIrMtsdGK43EJI5GU0ghBBCCCFEP1NSUsKECRNa3TZx4kSqq6tJTk42UVTmI+Y/MVQ3dtzZ09/Zn8qGSsrrynGxdTFSZL1LKnNCCCGEEEL0M+1V5gDZNwdYWVjhauva4TFBLkEMdRpKcW2xcYLqA5LMCSGEEEII0Y80NDRQVVV1SjI3ZswYLC0tB/2+uWPFx7hz850kl3Rcobxm7DVk3ZdF6JBQI0XW+ySZE0IIIYQQoh8pLS0FOCWZs7W1ZdSoUYO+MhedF807B9457TLLgUCSOSGEEEIIIfqRkpIS4NRkDpR9c4O9MqefMXe6bpY6nY4rvrmCjw5+ZIyw+oQkc0IIIYQQQvQjJydzOp3OcN+ECRPIzs6mrKzMFKGZhfSydFxsXE7b1ESlUrEvax/7s/cbKbLeJ90shRBCCCGE6EdOTua+PfItN228CTc7N6x11nATPPj3g2ydthVbS1sTRmoaaeVppx1LoOfv7E9WZf8dTyCVOSGEEEIIIfoRfTJXZlHGodxDjHAbwR3T7mDBsAWM8h4FXhBVGUVqaaqJIzWN2sbaTjc16e+z5qQyJ4QQQgghRD+iT+bWpqxl89bNFDxYwCTfSYb7hw4dyrRp0xjtOdpUIZrU1mVb0eq0nTo2wDmAnWk7+zagPiSVOSGEEEIIIfqR4uJi1Go1OTU5BLsGn3L/hAkTOHr0qPEDMyNqVefSnLGeYxnpPpIGTUMfR9Q3JJkTQgghhBCiHykpKWHIkCGklaW1mcxNnDiRY1OP8czOZ4wfnIkdKz7GZesvIyovqlPH/9/U/2PfrfuwtrDu28D6iCRzQgghhBBC9CMlJSW4ubuRXp5OiGvIKfeHh4ejc9URcTzCBNGZ1tGio/yc+DONmkZTh2IUkswJIYQQQgjRj5SUlODk60SDpqHNypy3tzdU0K8be3RXWlkaQKe7WeZX5TP5g8lsiN/Qh1H1HWmAIoQQQgghRD9SUlKCp48nf1z/B6M8Rp1yv7u7O5RDXm2eCaIzrfSydOws7fC09+zU8S62LhzOO8yx4mN9HFnfkMqcEEIIIYQQ/UhJSQmeQzw5f9j5BLoEnnK/Ppkrbyrvt409uiu9PJ0g1yBUKlWnjre1tMXT3rPfVjElmRNCCCGEEKIfKSkpocGzgZ+O/tTm/e7u7pAPw1TDqKyvNHJ0puVs48wU3yldekx/njUnyyyFEEIIIYToJ5qamigvLyfJJYn/+/X/uGzUZaccY29vj02qDZdXXo67vbsJojSdTy/7tMuP8Xf2J6M8ow+i6XudrsxFR0dzww03GL7esmUL999/v+HrqKgorrnmGq699lrefvttw+1vv/02V199Nddeey0xMTGAcjXh5ptvZunSpdx7773U1tb2xvcihBBCCCHEgFZWVgZAtWU1IUNO7WSp5+rqSnFxsZGiMl+lpaXodLoOj5kTNIepflONFFHv6lQy99FHH7Fy5Urq6+sBePbZZ3n11VfRak9MVn/yySd59dVXWbduHdHR0cTHxxMfH8/+/fv59ttvee2113j66acBePfdd7n44ov5+uuvGTNmDN98800ffGtCCCGEEEIMLCUlJQCUqcra7GSp5+zmzDc+3/Da3teMFJnpJRUnMeXDKUSkKyMZCgsL8fHx4ZZbbkGj0bT7uAfOfICPL/3YWGH2qk4lc4GBgaxevdrw9eTJk3nqqacMX1dVVdHQ0EBgYCAqlYpZs2axd+9eDh48yKxZs1CpVPj5+aHRaCgpKeHgwYPMnj0bgDlz5rBnz57e/a6EEEIIIYQYgEpKSkAFJU0lBLsEt3ucm7MbDeoGkkuSjReciSWXJnMo9xBqlZLiHDp0iIaGBj777LPTJnT9Vaf2zC1YsICsrBObAi+88EIiIyMNX1dVVeHo6Gj42sHBgczMTGxsbHB1dW11e2VlJVVVVTg5ObW6rT0JCQmd/maEaKmurk7eP6JH5D0kekLeP6Kn5D0k2hIVFQVO0KRrwrbOtt33iLOzM+pKNQk5CYPmfbQveR8ADYUNJFQnsGXLFgBuvPFGvvjiC0pLS3nuueewsLBo9biY4hhu230br898nele040ed0/0SgMUR0dHqqurDV9XV1fj7OyMlZXVKbc7OTkZjre1tTUc257Ro0f3RohiEEpISJD3j+gReQ+JnpD3j+gpeQ+Jthw8eBCqYPNFm5k2Zhoe9h5tHufm5oauQkeJpmTQvI8achqwVFsyd9JcLNQW5OXl4e/vz+eff87w4cN54okncHJy4vPPP8fS8kQaZFlsSem2UiyGWJjla3Xw4MF27+uV0QSOjo5YWVmRkZGBTqdj9+7dTJ06lcmTJ7N79260Wi05OTlotVrc3NyYPHkyf/31FwARERFMmdK19qFCCCGEEEIMRiUlJaCF6SHT203kQGmA0ljYSGZFphGjM6308nT8nf2xUCuVt5iYGMaPHw/AypUree655/jqq69YtmwZTU1NhscNdR4KQGZ5/3utem00wdNPP80DDzyARqNh1qxZTJgwAYCpU6eyePFitFot//3vfwG47bbbePjhh9mwYQNDhgzh1Vdf7a0whBBCCCGEGLBKSkogFL4+/jV3ut3Z7nBsV1dX2A0X3HgBGq3GkOAMZKGuoThbKyv+6uvrSUhI4OKLLzbc/9hjj6FWq3n00UfRarWsXbsWS0tL7K3scbNz65ez5jqdzPn7+7NhwwbD1zNmzGDGjBmGrydOnNjqfr277rqLu+66q9VtHh4efPLJJ92JVwghhBBCiEGrpKQE68nWvLD7Be6acVe7x7m6ukI8PDXpqUGRyAE8c84zhv9/9OhRmpqaDJU5vUceeQS1Ws3DDz/M/PnzueWWW4DmweGV/S+Z65VllkIIIYQQQoi+V1JSgtpd3eFYAsDQhLCwqJAmbVOHxw5E+vnW+tWCLT344IPY2dkRHx9vuO3asdcyL2iescLrNZLMCSGEEEIIs/Tiiy8yf/58U4dhVkpKStA6azscGA7NyZwLzPlzDmui1xgnOBNKLU3F62Uvfjr6EwDR0dHY2NgwYsSIU45VqVSEhoaSkpJiuO3R2Y+yYuYKo8XbWySZE0IIIYQQZmnnzp1s3brVMChbL6M8g60pW00UlWkVlxbTaNfY4Yw5ABcXF6hSRhgMhiYoaWVpFNYU4mitjEuLiYlh7NixrbpWtnRyMgdQ21iLVqft81h7kyRzQgghhBDCLKWnpwOwf//+Vrd/ePBDFqxdMCiXDxbUFqBT6zq3zFIDTiqnftmlsavSy5X3SpBrEKBU5tpaYqmnT+Z0Oh0AX8V8hf3z9qSXpfd9sL1IkjkhhBBCCGF2dDod6WlpAERGRra6L9AlEK1OS05ljgkiM63KrEqWFy5n6bilHR7n7OyMWq3GUes4aCpzKlQEOAeQn59PQUHBKc1PWgoNDaW6uprCwkIAvB29Adp8rcrqyvgx4UdD4mdOJJkTQgghhBBmp6ioiC/q6viDUytzQS5K9SWjPMMEkZmOVqultLQU7yHeOFg7dHisWq1myJAh2NbbDopkLr08HV8nX2wsbTpsfqIXGhoKYFhq6e/sD9DmeILcylye+uspjhYd7e2we6zX5swJIYQQQgjRW9LS0ggD8q2tiYyMRKfTGWaqBboEAoMvmSsvL0c7Ssse+z2tXo/2uLu741bkxhUXX2GkCE1nut90fBx8AGWJJcC4cePaPb5lMnfGGWcw1EkZHN5WMjfaczRR/xd12tfbFKQyJ4QQQgghzE56WhrDAKuRIykuLm7VrCLAJQAYfMlcSUkJhEGUpnOJhbu7Ow6pDjx01kNGiM60bpt2Gy+c9wKgND/x8/PDw8Oj3eODg4MBSE1NBcDJxgkXG5dTkrkvo7+krK7MLBM5kGROCCGEEEKYocL4eByBgHnzgNb75hytHdm0dBPXjbvONMGZSElJCbiCj61Pp453d3enqLiIguoCahtr+zY4E9LpdK2+v5iYmA6XWALY29vj6+vbejzBrEc5L/Q8w9d/Z/zNjRtv5L0D7/V+0L1EkjkhhBBCCGF2apsHOoecdx729vanNEG5cMSFhgrdYKFP5gKcOvd9u7u7k2uRi/cr3uxI29G3wZlQdmU29s/b8+nhT2loaODIkSMdNj/RO3k8wcOzHubSkZcCoNVpue/P+xjqNJS7Z9zdZ7H3lCRzQgghhBDC7CSWlPCJpycWkyYxZcqUU5K5Q7mH2BC/wUTRmUZBcQE4Q6hbaKeOd3d3pyKzAmBAjyc4VnwMUPZSJiYm0tjYeNrKHJyazNU11ZFSqny9LnYd+7P38/y5z5+22YwpSTInhBBCCCHMzr6iIn464wwICGDGjBkcPnyY+vp6w/2fHf6M5b8sN2GExpdRlAH1MMJrRKeOd3d3p66wDguVxYDuaJlYlAjASPeRhuYnna3MZWZm0tDQAMCLu19k+FvDKa8r55FtjzDZdzLXj7++7wLvBZLMCSGEEEIIs9OUmkqYry8AM2bMoKGhwfBBHZTh0BX1FZTXlZsqRKPTlmthFdw+8/ZOHe/u7g468Lb3HtjJXHEiDlYODHUeSkxMDNbW1oSFhZ32caGhoco8w+bh9P7O/ujQcbToKBO8J/Da+a+hVpl3umTe0QkhhBBCiEGnrKyM9ysruWfrVgCmT58OtG6CMhjHE5SUlODk5ISNtU2njnd3dwfAy8ZrQC+zPFp0lDD3MNQqNTExMYwdOxYrK6vTPq69WXNN2iZ+Xforc4Pn9l3QvUTmzAkhhBBCCLOSnp7OMKA+UEnYAgIC8PHxaTU8vGUyN867/XliA0lkYyTay7SdmjEHJ5K5y7wvY1z4wH2Nrht3HY3aRkCZMbdgwYJOPa69ZO6v9L84K/CsPoi090kyJ4QQQgghzErWsWNMALJGjgRApVIxY8aMVpW5IJcgYHBV5jJUGTT4NXR65pk+mQtXh3PVmKv6MjSTumHCDQAUFBSQl5fXqeYnAD4+Ptja2hqSOf17al/Wvr4JtA/IMkshhBBCCGFWyg4fBsCpxYfyGTNmkJSUpLTnB7wdvTn8f4fNvkFFb6q0qMShsfOdFfVDs7MKsjiYc3BAzporrysnqTiJJm0TMTExQOeanwCo1WpCQkIMyZyTjRPJdyfz4+If+yze3ibJnBBCCCGEMCv1CQkAOE+aZLhtxowZAIallmqVmok+E3GycTJ+gCZSY12Di86l08frK3MHig8w9aOpHCk80lehmcyWlC2EvR1GbH5sl5M5OHU8QeiQUCzUFr0eZ1+RZE4IIYQQQpiVf+rr+Z+XF6rRow23TZ06FZVK1Wqp5a/HfuXDgx+aIkSja9A00GTfhLuFe6cfY2Njg4ODAzQ3/ByIHS2PFh0FIMw9jJiYGHx9ffH09Oz04/XJnE6n66sQ+5Qkc0IIIYQwuujoaMNsJyFOdqCwkD2TJoHLiSqUs7MzY8aMaZXMfXvkW56NeNYUIRpdSU0JFIC/rX+XHufu7k5jsdIcZCB2tEwsTiTAOQAHaweio6O7VJUDJZmrqKgwLN9tz2+//UZRUVFPQu0TkswJIYQQwqj27dvHxIkTWb9+valDEWbK7fhxpgwZcsrtM2bMYP/+/YYqSqBzINmV2TRpm4wdotE54ADvwWzX2V16nLu7O9WF1dhY2LRbmautreXNN99Eo9H0RqhGlViUyEiPkTQ2NnLkyJFONz/RO7mjZVuysrK48MIL+fjjj3sUa1+QZE4IIYQQRvXSSy8BkJycbOJIhDmqqanhjbIyboiNPeW+6dOnU1xcbHjvBLoEotVpyanMMXaYRqevHLm5uXXpce7u7pQUl+Dv7N9uMvfzzz9z7733snfv3h7HaUw6nY7E4kRGuo/k2LFjNDQ0dKsyBx0ncxEREQDk5+d3P9g+IqMJhBBCCGE0iYmJbNy4EVCudgtxsoy0NEKAlODgU+7TN0GJjIxk+PDhBLmeGE+gnzs3UL25/024CYa0UbHsiLu7O+np6by58E08HdreS6ZPZPLy8noaplFpdVo+v+xzAlwCiN4ZDXSt+QlASEgI0HEy99dffwGcdimmKUhlTgghhBBG8+qrr2Jtbc2wYcMkmRNtyj14EFvAukXzE73w8HDs7e0N++ZaDg4f6GIKY8DlRIfKznJ3d6e4uJiLwi5i+tDpbR6TmpoKmGflqSMWaguuGH0FU/2mEhMTg5WVFaNGjerSczg4OODl5dWpylxxcXGP4u0LUpkTQgghhFHk5ubyxRdfcPPNN1NQUMDRo0dNHZIwQ5VRUQC4tBhLoGdpacmUKVMM4wmGuw2n6MEi3Oy6tvSwP8qqyoKy7i2zLC0tJb00ncP5h7kk7JJTWu/312TuSOER8qrymBs0l+joaMaMGYOVlVWXn+fk8QQt5efnG35XmWMyJ5U5IYQQQhjFW2+9RWNjI/fffz/+/v5SmRNtamz+4Ow2bVqb98+YMYPDhw9TX1+PpdoSd3t3VCqVMUM0ibz6vG4nczqdju9ivuOKb64gtyq31f31TfXsCdoDgf0vmfv40Mdc/PXFqFQqYmJiutz8RK+jZG7Xrl0ABAcHSzInhBBCiMGpoqKC9957j6uuuorhw4fj7+9PRUUFFRUVpg5NmJltNjYs9/LConkv08lmzJhBQ0MD0dHKHqn3/3mfV/e8aswQja6+qZ5ybTmUdW/PHICzzhk4dTzBa3teoyagBm6Gw3WHeyVeY0ksTiTMPYy83DxycnIYN25ct54nNDSUjIwMGhsbT7nvr7/+wsHBgfnz58ueOSGEEEIMTh999BHl5eU89NBDAPj7K7OysrOzTRmWMEPR+fkcHzMGLNveDdSyCQrAH8l/8Hn058YKzyQqGyoJaQrBusQaOzu7Lj1Wn8zZNSiPa9nRMrcyl+d2PQfNRam8xv7VAOVo0VFGeYzi7bffRqVScckll3TreUJDQ9FqtWRmntrtMyIigjPPPBNvb29KS0vRarU9DbtXSTInhBBCiD7V0NDA66+/zrx585jWvHROn8zJUktxsvCjR5nn6Nju/f7+/vj4+JxoguIcOOAboHjYezAvex6eJW13o+yIPpmzrFGS45aVuUe2PUKDpgF+BVWjinJNee8EbAR1TXWklaUR5BDEO++8w9VXX83IkSO79VztjScoKSkhNjaWOXPm4O7ujlarpaysrKeh9ypJ5oQQQgjRp77++muys7N5+OGHDbdJMifa0tDQwHMlJVyUm9vuMSqVihkzZrTqaFlRX0F5Xf9JRLpKp9NRUlLS5f1ycCKZqyurw9Ha0VCZO5hzkC+jv2S+43woAXutPdVU92rcfel4yXG0Oi1pB9OoqKjg0Ucf7fZztZfM7d69G51Ox9y5cw2vo7ntm5NkTgghhBB9RqvV8vLLLzNu3DgWLFhguN3Pzw+QZE60lp2QgAega/5w3Z5JkyaRnJxMdXW1YTxBenm6ESI0jfv/vJ8tI7YwxK1r++XgRDJXUlLCb9f9xn0z7wNggs8EPrrkI8aUjMHCwgJ3W3c0thqqqqp6Nfa+MtxtOBHXR7D1g61ccMEFTGqj+2ln+fn5YW1tfUoy99dff2FjY8O0adNavY7mRJI5IYQQQvSZzZs3c+TIER566KFWHQdtbGzw8vKSZE60UrhvHwC2Y8Z0eFx4eDg6nY6EhAQCXQKxs7SjqKbIGCGaRHxhPNpGLe5uXZsxB+Di4oKFhQXFxcXMCpxFoEsgOp0OS7Ult06+lZzUHAIDAxnjNAaK+09HS1tLWw79eoiSrBIef/zxHj2XhYUFwcHBpyRzERERzJgxA1tbW0NVVCpzQgghhBg0XnrpJQICAli8ePEp98l4AnGyqpgYAFynTOnwuLFjxwIQHx/PtKHTqH6smnNCzunz+EzlaNFRKOr6WAJQlqW6ublRXFzM4dzDvHvgXca/P55fEn8BlKWFISEh3DP6HtjUf5K59THr+d+3/2POnDmcddZZPX6+k8cTVFRUcOjQIebOnQsgyyyFEEIIMbikpqaya9cu7r777jYH+UoyJ06mSUwEwHvmzA6PGz58ONbW1sTFxaFWqQf0nLmqhioyyjNozGnsVjIHSiJSXFzMz4k/c8fmO4gviMfXyRdQfk5DQkLw9vYG+k8y9/imxykZVsJjjz3WK893cjK3Z88etFotc+bMASSZE0IIIcQgo/9gNHXq1Dbvl2ROnOx7Hx/me3lh7eHR4XGWlpaMGjWK+Ph4AB7Z+gjPRTxnjBCNLrFISXA1eZoeJ3MBLgEA3DzpZqb6TaWmpob8/HxCQ0P5p+YfWAHHco71Wux9pampibSqNDxUHpx//vm98pyhoaGUlpZSWloKKPvlLC0tmdl8YcHV1RWVSiV75oQQQggxOGRkKO3iAwMDW9+h00FUFAF+fpSUlFBTU2OC6IQ5OpaTQ83w4Z06Njw8nLi4OAD2Z+/nt+O/9WVoJuNg7cD1o66H3O4ts4QTydx5oedxzZhreP7c5wGlKgcQEhKCq4sruEBqUWpvhd5nPvnmE7TWWi4585Jeq8rqO1rqX5OIiAimTp2Kg4MDAGq1miFDhkhlTgghhBCDQ0ZGBiqViqFDh564UaeDRx+FSZOY0/yhaVAPDj98GJqXFgpYEBXFBba2nTp27NixZGZmUlFRQaDLwJ01N8pjFA+OfhDKep7MBboEsuGaDXg5eAEnEpfQ0FD8XZRxIZmlpw7ONic6nY6XPnkJgGvOvqbXnrfleIKamhoOHDhg2C+np38dzYkkc0IIIYToExkZGfj4+GBjY6PcoNXCXXfBqlUABBUWAoM8mbvoIggPh8ceg9paU0djUpq6Ou4vLeWsurpOHR8eHg4oTVACXQLJrsymUdPYlyGaREF1AYXFys9KT5K5oqIidDpdq9v1S6FDQkLwdmzeM1dl3nvmNm/eTEqZEvcYz467nnZFSEgIoLwm+/bto7Gx0bBfTs8ckzlLUwcghBBCiIEpPT2doKCgEzdUVsKOHfDAA1BdjbWzM/z88+DdN1dYCLm5MHIkvPACfPMNbN0KzR8qB5uCf/7BF1B1cplly46WgZMD0eq05FTmEOQadJpH9i9nf3E2TvVOwIkmHF3l7u5OfX09NTU1hmWDoFTm7O3t8fT0xKFRub2oznxHPOh0Op577jkCSwLZdfcuQzWxNzg7O+Ph4UFKSgrV1dWo1epTumS6u7uT28FAe1OQZE4IIYQQfSIjI0MZ5NvQoNzg4gL79oGjI6hUONTUwKpVgzeZc3WF/fvBzw+OHYN334UApUEFWq1JQzOFkgMH8AXsmpO00wkJCcHOzo64uDguPfdSwtzDqKiv6NsgjaxJ20RScRLzbOYB4HGaxjDt0T+uuLj4lGQuNDQUlUqFg7UDARUB1OV1rjJqCsnJyezdu5fXX3+dwCGBp39AF+k7WiYmJjJx4kRcXFxa3e/u7m7Yp2kuZJmlEEIIIXqdTqcjIyODUF9fuOIKWLpU2S/n5ATNDQvsbWzwcHUdvMmclRW/FxezdscOisaNg2+/BUtLKC2FceOw37vX1BEaVXVsLABu06Z16ni1Ws3YsWOJj4/nnJBzSLwzkXHe4/oyRKNLKU2hUduIrlCHo6Mjfn5+3Xqe9trq62fM6V2puZKa/ebbkCgtLQ2AvU57+THhx15//tDQUBISEti3b98p++UAw7w+cyLJnBBCCCF6XWFhIU319dy+eTP89hssWGBI4gCl8YejI4tcXAZvMrdxI+uvuYYbbrgBb29vzjrrLJ5//nkSIiPRlZXhtmaNqSM0qsaUFOoAv3ZGWbRl7NixZlcp6U0JhQkAlCWVMXr06G53bmwrmdPpdIbKnJ63tzeVlZXUmun+zczMTLCA77O/51DuoV5//tDQULKysqirqztlvxwor2NVVRUN+tUGZkCSOSGEEEL0uoyMDKYBAUlJ8MYbsHx56wNCQqCujqk2NoM2mWtctYrlVVXcfvvtPPHEE9TX1/P4448z5oIL2FpSQt0g63L5ZVgY4e7uODg5dfox4eHh5OXlUVxczDXfXsPTO5/uwwiNL6FISeayorIYPXp0t5+nrWSuqKiIqqqqVpW5zVab4T/mOzg8KysL3ECj0zDKY1SvP3/LxHb27Nmn3G+Og8MlmRNCCCFEr0tPT2ey/osrrjj1AFdXCAhgjEYzOJM5nQ6OHCEeuPDCC3nqqaf4559/yMnJ4eOPPyZTrcauoMDUURpVekYGQ7rY/KVlE5SU0hT25+zvi9BM5tyQc3lm9jPkpecxZkz3Oze2lYS0nDGn52TvBM7mm8xlZmbiEqrsYxvpMbLXn1+fzIWHh7fZbEZ/mzkNDpdkTgghhBC9LiMjgzBA6+EB/u10nBs3juCqKvLz881q2ZJR5OdjVVFBPBAWFma42dfXl1tuuQX1sGE4ajRQVmayEI1Kp+PWffu4XD/GopNOHk+QXpbe5nF/Jv/JDT/e0O9GF0wbOo3z7M8D6FFlTj/SoK1krmU1KsA1AOwhO888x4VkZWXhGOwIQJh72GmO7jr9a9HWEkto+3U0tU4lc9HR0dxwww2AcqVtyZIlLF26lCeffBJtc7elDRs2cOWVV7Jo0SJ27NgBQF1dHXfddRdLly5l+fLlhiw2KiqKa665hmuvvZa33367L74vIYQQQphQRkYGjzs4oDp2rPVeuZbGjcOjqAhLICcnx6jxmVx8PABH1WqCg4NPubty7FjesbBA19i/ko/u0hUWcnV5OWOtrLr0OH9/f5ydnYmLiyPQOZD08vRTZqk9tu0x3vvnPdbGrKWwprA3w+5TOp2OiPQI/on7B6BHlTlra2ucnJxaJSH6GXMt339BnspYh+Tc5G6fqy9lZmZiP8SeYNdgnG2ce/35AwICeOCBB7j99tvbvL9fLrP86KOPWLlyJfX19QC88MIL3HvvvXz99dfodDq2bdtGYWEha9asYf369XzyySe89tprNDQ0sG7dOsLCwvj666+5/PLLeffddwF48sknefXVV1m3bh3R0dHEN/9CE0IIIcTAkJGRQWBgIKohQ9o/6OKLSb3uOmxg8C21PHoUgOqQEKzaSGBUZ53FnRoNBYNkREHpP0rCYhHWtWqLSqUydLQMdAmkqqGK8vpyw/0703bywu4XSC5RkpO8qrzeC7qP5VTmMPfzuWxM2YiNjU2r5ZDdcfLA69TUVLy8vHB0dDTcNtxbmfGXWpjao3P1lczMTBZYLiD57r5JNtVqNS+//LJh+e7J+mUyFxgYyOrVqw1fx8fHM336dEApQe7Zs4eYmBgmTZpkyPoDAwM5evQoBw8eNGwenDNnDnv37jV0gAkMDESlUjFr1iz2DrLWu0IIIcRAZ3n0KO+Wlirz09ozaxYNDz9MNYMwmbv9ds4dNQq3dpbOBQcHYwVkDJIL3qUHDwLgMK7rowX0HS3Heo7l3JBzqWqoAqBR08gdm+8g2DWYNxe+CfSvZE7f/KQypZKRI0diYWHRo+c7OZk7eSwBwHi/8VhHW1NZVNmjc/WFyspKysvL8ff3R60yzU6xfrlnbsGCBVhanpgtrtPpDG1RHRwcqKyspKqqCqcWnYccHByoqqpqdXvLY1teAdDfLoQQQoiBwz8jg3l5eXCaZXMBdnYEM/iSOa1Ox560NMJGtt3EITgoiGLA+dVXjRuYidQ2jxfw6OSMuZbCw8MpLi5mkvMkti7bir+zskfzjX1vcKTwCG8tfIuQIUrS0p+SuaNFSvU2Nza3R/vl9NqqzJ2czI3yGEXIkRDqc+t7fL7elpWVBfbwpepLtqduN0kM9vb22NjYmFVlzvL0h7SmVp/I/6qrq3F2dsbR0ZHq6upWtzs5ObW6vaNjnZ3bX/OakJDQ1RCFAJQ9m/L+ET0h7yHRE4P5/VNXV0dYVRXVNjZk1NZCB69DyKWX8o6FBetjYgbP66XT4fzAA8ypq8PJyanN77uuvp4soPHYsUHxuuRlZGAH1NL1z376IsGmTZuYOXMmAAW1BTy580nO9jub4drhlGWV4WTlRHpWOgm2/eP13HNsDw6WDmQmZOJxtkeXX5eTfwdZWVmRm5tLQkICTU1NZGRkcN55553yvI7OjhxPP25277s9e/aAKxypPcKR5CP41vmaJA5nZ2eSk5PN5vXpcjI3ZswYIiMjmTFjBhEREZxxxhmMHz+eN954g/r6ehoaGkhOTiYsLIzJkyfz119/MX78eCIiIpgyZQqOjo5YWVmRkZFBQEAAu3fv5s4772z3fL1xJUIMTgkJCfL+ET0i7yHRE4P5/XPs2DEmAxXDhjH6dE0bpk5lQno6n9bUDJ7XKycHfvuNEcC8efPa/b63WloyoqyMoEHwurw7dSpfxsdTPmNGlx87pHlfZmVlJYt3LuaKUVfw5LwneVP3JueFnmeoylWEV/RqzH0tb38eIU4hxOnimDt3bpd/Pk7+HRQSEsLff//N6NGjSUtLo6mpiWnTpp3yvNELo3FMcjS7n8e9e/dC8+K+GaNnMHqoaeLz9vZGo9EY9fU52LwMuS1dXnD68MMPs3r1ahYvXkxjYyMLFizA09OTG264gaVLl3LjjTeyYsUKbGxsWLJkCUlJSSxZsoRvvvnGkLQ9/fTTPPDAA1x99dWMGTOGCRMmdP+7E0IIIYRZyUxOZjzQNH786Q8eN46hjY2UpKX1dVjmo3kf3MljCU5W4uSES3l5u/cPJMeOHWPY8OHdeqy3tzdubm7Ex8dT01jDsZJjqFVqlk9Zbkjk+qNXzn+Fy+0vB3qnuOHu7k5ZWRlNTU1tjiXQc8CBaqpPud3UsrKyoHlXl6+TaapyoLyO5rRnrlOVOX9/fzZs2AAoWf3atWtPOWbRokUsWrSo1W12dna89dZbpxw7ceJEw/MJIYQQYmApiIsjHhja3AStQ80NL5zS254PNiA1J3Np9vb4+Pi0e1iVuzuupaVQXQ0ODsaKzvgyMnh65062nn12tx6uUqkIDw8nPj4e7zO8WR+3nstHXs7i8MWtjns24lkKqgt464JTP5uao8m+k/kh7QcsLCwYMWJEj59P37yjtLTUMJagrQ6ZLhYulFuXU1dXh62tbY/P21syMzNx8HGghhq8HbxNFoe7uzuJiYkmO//JZGi4EEIIIXrV0aoqpqpUuC1ffvqDm6t3fsXFNDU19XFkZiI+njIrK9xGjTI0lWtL1ujRPGppiU6jMWJwxle1dy9nNDQQ3EaVqLP0HS3rmuoAcLF1OeWY+MJ4fjv+W7fPYUwZ5Rl8FfMV0YnRDBs2DJsuDlNvS8u2+qmpqVhYWBAQEHDqcbbu4AgFBQU9PmdvysrKwtXelTP8z8DKomvzCHuTm5ubWTVAkWROCCGEEL0qIyMDPz+/NuennSIwkJ3LlvG7TkdeXv/pNNgjtbXEWlh0uMQSoHHCBF5saiK/psZIgZlG0V9/AeA5d263nyM8PJyKigr+N+1/rL5gNQuHLzzlGB8Hn37TzXJ76nau//F6jqQd6dGw8JZOTuYCAwNbdazX83b0BkfIz8/vlfP2lszMTKY1TmPPLXtMGoe+K+jJw+lNRZI5IYQQQvSqO376iVc7W01SqahZvJg0IDs7uy/DMhv1n3zC3Lo6RrYzlkBvqJ8fwUD2gQNGictU6g8fJgsYdcYZ3X4O/ZBni3wL7pzedmM9H0cfqhqqDHPozFlCYQLWFtakR6f3WqONlslcWzPm9BYGL4Q9mN3FlaysrDYricbm7u5OY2Njq+78piTJnBBCCCF6T1MT4WVlOHYwduhkIRYWXAtkZWb2XVxmJDk5GR0dNz8BJZlLBOw++sgocZmKXXIyRy0sCAwM7PZz6JO5+A6GrPs4KvsT86vMq+LUlqPFRwl0CETTqOmzylxbzU8ALg+/HHab1zJL/cDwXz1/5eW/XzZpLC1fR3MgyZwQQgjRXUlJcPvtUG9+A3ZNRRsfj61OR0UXGjYERkWxDijt4IP4gPHXX3guXkwop0/m/Pz9yQAY4M1hUoBjvr4d7h88HQ8PD7y9vYlrHj7eliDXIMZ6jqW2qbbb5zGWhMIEPPAAem9Mlz4JycjIID8/v93KnLunO7hAZp75XFzJzMwEFaRp06hsqDRpLJLMCSGEEAPFE0/Ae+/B99+bOhKzUdG8/0k3aVKnH2Ovny0WG9sXIZmXf/7BMy6OMk6fzNnb25NjZYWtmS13622LgEMLFvT4efQdLdszL3gecbfHEe4V3uNz9aX6pnqSS5OxqVCanowaNapXntfJyQlLS0vDzLL2krnY4lhYAYdLD/fKeXtDVlYWOIAOHb6OphtLAEoDFJBkTgghhOj/apuv8K9fb9o4zEjd339TBThNmdLpx6iaO1raHT/e5v1NTU088sgjHDt2rDdCNK34eMrt7LD28cG5E0tRy1xcBvSsuYL8fAoLCwkP73mCNXbsWOLj49Fqtb0QmelYW1iTfm86Q44PISgoCIdeGkuhUqlwd3fnQPMezPaWWXo7Km3/cytze+W8vSEzM9MwY87Pyc+ksegrc+Yya06SOSGEEKK79DOYzjzTtHGYkSw3N94HAtu56t8mNzcKra1xz8lp8+7ff/+dVatW8c033/ROkKYUH89xa+vTVuX06ry8cK+vH7BLeSufeILjQHgvzFELDw+npqaG9HaWpep0Os7+4mze2PdGj8/Vl1QqFf7O/qTGpvbaEks9d3d3Q2OT9ipz+hluRXVFvXrunjCXgeEgyyyFEEKIgeObb0Cng0ceMXUkZiNixAgehC43s8h1dyegnQrUJ598Aih7ffo1nQ6OHCGqoaHTyVz2jBlcZ2HR76tN7Wk8fBgrYOzkyT1+Ln0TlPb2zalUKhKLEokraH9fnTn4JfEXVu1exdHEo73W/ERPn4g4ODjg6enZ5jEO1g5YaiwpbzSfinBmZiZDHIdwTsg5BDibtqOlLLMUQgghBpr6evjjD1NHYXo1NeQlJeHk5ISrq2uXHrrlkku4SKs9JWnJz8/n119/BQZAMldZSeOMGWyrre10Mmc7bRpfazTklZb2cXCmYZ+aSqKVFT4+Pj1+rs52tDT3WXPr49ezet9q6uvqe70y5+GhNFUJCQnpsOGMvc6eKsxnhENWVhbD1MPYtmybyStzVlZWODk5STInhBBC9GsffwzTp0NFBXzwASxcCIOhG2NHfvyRF99/n7ne3l3uTGg7fjzpTU0UFha2uv3LL7+kqamJcePGtbt8rt9wdubw88+zjtM3P9ELCQhgNpC3e3efhmYSGg3epaUUeXn1qJOlnouLC/7+/h12tOwPyVxCYQLeFspSx76qzLW3xFJvvuV8GvY30NjY2Kvn767MzEyzmDGnpx8cbg4kmRNCCCG6IzISUlLAyQkWLwYLC1izxtRRmdahQzSoVOiGDevyQ4Pc3XkQKP3tN8NtOp2Ojz/+mDPPPJP58+eTkZGBTqfrxYCNTKczNHE53cBwvaDAQHYAVgOwyY4uORkbrZbGTia2nREeHs7BgwfbHehs7smcVqflaNFR7Gvsgd4bS6CnT+baa36iN99nPiSbz6y5rKws4kbFcem6S00dCqC8jtIARQghzEBSUhKlA3T5kuhj0dEwYQKoVODtrVTm1q4FjcbUkZnOwYPEWVjgHxzc5Yf6BQXxPKDavNlw299//03OsWO85+xMqK8vtbW1FBWZT1OGLlu+nFmPP45arT7th2m9oOHDyQZITe3T0Ewhr7CQDwDLXmwgdOGFF3L06FECAgJ47LHHyDmpqc5k38lM9JlothcFMsszqW2qRZOnwcfHhyFDhvTq83e2MmfjZgNDlWXOplZRUUFFRQU1djU0aZtMHQ4glTkhhDAbc+fO5bHHHjN1GKK/aWpSZqJNnHjitmXLIDsbdu40VVSmpdWiO3yY/U1NXW5+AjA0NJRjgPXRo4bbNrz9NjvVasZt2cI5hw4xkX6+by46mor6ekJCQrC2tu7UQ/Sz5qwH4Ky5mKoq/gMMnT+/157zrrvuYs+ePZxzzjmsWrWK4OBgbrzxRqKjowG4c/qd/Lr0115Z1tkX0svTsVRbUna8rNerctD5ZG53/W5YDtm52b0eQ1dlZirDy6tV1SafMafn5uYmyZwQQphaRUUFubm5REZGmjoU0d8kJUFdnVKZ07v0UnBxgRaVpUElJQVVRQWHgKCgoC4/3NPTk3iVCpfmZK0yJoa7NmwgXKVCtXEjIbt38wj0331zWi0cOUKsRtPp/XJ6pc7OuJSV9U1cJpS8dy9qTjQu6S0zZ87ku+++Iykpif/85z98//33TJw4kVtvvbVXz9MX5gTNofrRajL3ZPb6fjlQlqHa2toyseWFqDYEewQDcDy37dmPxpSVlQUqqNBUmHzGnJ5U5oQQwgzoPxTGxcXR0NBg4mhEv6LTwVVXwbRpJ26ztYWoKHjlFZOFZVKuriTccQfb6PpYAgC1Wk2Giwtu5eWwZw8Ws2fjrtOR9O67cPHFWAwdii/9uDKXng41NeypqOj0fjm9Wm9vPOrqlIrwAHLJW2/xi42NocNibwsNDeWtt94iMzOTq666is8++4xDOYcIeTOE7anb++ScvaEwv5Cqiqo+qcxNnz6dqqqq0/6MDvNR9r2mFpp+eW9mZiY4gBatyTtZ6rm7u1NWVobGDJbVSzInhBi00tLSAGhsbOTIkSOt71y7FqctW4wflOgfxoyB776Dkz9sBQcre+gGIw8P/p44kTS6l8wBFPn60qRSQWYmmU1N3DRsGGOXLwfAMjAQX5Wq/1bmmjudHu7CjDm947Nmca6FBVoz3efVLU1NeJeVUdELIwlOZ8iQIcyZMwetVktjTSNpZWlkV5h++WBb3tj3Bg/+9iDQ+50s9SwsLE57TLB7MACZpZl9EkNX6Ctz14+7ngneE07/ACNwd3dHp9NRZgYVc0nmhBCDVssPhYcPH9bfCMePw+rVuG7YYKLIhNmr6mD+0jPPwKJFxovFXOzcSXlMDGq1Gj+/7i2FygwPZ3xoKHFjxzKqpoaz77jDsLdJ5euLn0rVfytz3t7kXHAB8XR+LIGe86RJRGg05JpJZ8HeoD12DGudjqYuVim7Sz8g26JGSWTMtaPlr8d+ZW/eXqD3O1l2hbejMhohtzLXZDHoZWZm4uvoy5or13BW4FmmDgc4sffQHJZaSjInhBi00tLSsLGxwdHRUUnm6urgyivhvPPAzQ3L/tw1T/StsDC4556279No4LvvsByADSvapdPBlVcy5fff8fPzw8rKqltP4xsURGp2Np988glWVlbccMMNLe70xUGrpSAlpZeCNrJp0/j50kupoOvJXKifH0uB/K1b+yQ0UyhsbhRk33Kpch/SJ3M1ZTXYW9mbbTKXU5mDqkqFq6sr3t7eJotjqNNQhscMxyLj9FW8vpaVlcXQgKFm1YHUzc0NkGROCCFMKi0tjaCgICZMmMDhQ4fgjjvg0CF4+23w95dkTrStoAByc5UllW254QbQ6XD59VejhmVSqalQWsohlapbzU/0/P39qaur4+OPP+ayyy5rvZdq8WJevuQSkrOyeiFgE8jN5VhiInZ2dgwdOrRLDw0ODuYrwOKXX/omNhMo/ftvtMDQc881yvn0yVxRURG+jr7kVZtnMpddmU19UT1jxowxacdNG0sbwrXhVGRUmCwGvczMTKonV+P0gpNZjSYAzGLWnCRzQohBKz09neDgYCZOnMikf/6BTz+FJ56Aiy8Gb28sSksH98ww0bbmFuetOlm2NGwYnHUWLj/9pFSsBoMdOwD4s6am2/vlAEOSU1VVxS233NL6zuBgGmbMILeoiJqamm6fwyRqaiAoiBm//EJYWBhqddc+fgWMGEEuoG3e5zsQRLq4sAIYNXmyUc6nT+YKCwu5YtQVTPKZZJTzdkVVQxUV9RWUZfbNWIKuUvurycL0F0+ysrKwGGKBvZU9lmpLU4cDyDJLIYQwC2lpaQQHB3Oeuzsv19dTPXs2PPmkcqe3NyqtFszgF7UwM1FRyv9OmEBNTQ3fffcdWq229TFLlmCTnDwgBz23ads2dD4+bM/L61Ey5+/vD0BAQADzT549Vl3N3OxsRnJi7lS/sWcPNDaypba2y0ssAezs7MixssIm1/T7l3rLlooKfgwIwMXFxSjn01d5CwsLefn8l3ngzAeMct6uKK0tZajjUGpya/qs+UlXHHA/QNmUMppM2EW1vLycyspKtPZasxlLAJLMCSGEyVVXV1NUVERQUBBBCxbwFrD1pptA3+XrpptI3LsXmq/mCmEQHQ3+/uDuzltvvcU111zDHXfc0Xo/x9y5FN94I3RyMHS/ptPB9u3UnXkmjd0cGK4XHByMSqXi5ptvPrXjXl0ds957j4X0w1lzO3ags7Dgu7y8biVzAKVOTjiXlvZyYCbS2IjNvn1MM1LzEwBra2tcXFwoLCwEMKv9V3oBLgGsm74OYk3b/ETP3dYdHJSlqaaS1bysus6qzmzGEgA4OzujVqslmRNCCFPRfxgMDg5mzJQpPGZpSeTxFsNRnZzQurgM3jbzon1XXw2PPw7Ajh07sLKy4v333+ehhx468QExPJyChx9Wkr6BTqWCf/4hcckSoHsDw/V8fHz4+++/efTRR0+9080NnbV1/5w1t3MndeHhlGu13U7mar288KqtVYaP93NN8fF8kpzMVUa+2OHh4UFhYSFv7HsD2+dsqW+qN+r5O+Po0aOAeSRz3g7e4Aj5+fkmi0Ffha/QVeDnaD6VObVajZubm+yZE0IIU0lLSyMIuPSpp7A5dIixY8eeGE8AUFaG52uvwb59JotRmKnLL4f//IfGxkb+/vtvli9fzh133MErr7zCs88+azhMVVcHZvCH3ij8/TnWnGT0pDIHMHPmTGxsbE69Q6UCHx/86GfJXFUV7N9P1vDhAF0eGK4Xe955jLa0RDMAkrmC5j2WjjNmGPW8np6eFBYW4mjtSIOmgfxq0yUpbVkTvYZVWatQW6kNS45Nyd/VH+whO9d0M/n0ydx1o6/j4rCLTRZHW9zd3aUyJ7qvpqaG8vJyU4chRL+Vnp7OFYBjUhJ4eTFp0qTWyRzg8fHHyl4XIfSKiiA2FpqaOHjwINXV1Zx99tm89dZbLFu2jP/+97+88cYbAAy78EK47z7TxmsML74I33xjSLB6msx1ROXrS5CNTf9aZmlpCd98w+6QEABGjBjRrafxGDeOlKYmcgbAvrnyPXvQAP7nnWfU8+qTOR9HZVC5uY0nOJR7iHTSGeozFEtL0zf6CPJQquxJuUkmiyErKwuVSsXLF77MFaOvMFkcbZFkTvTIjTfeyMKFC00dhhD9VlpaGlepVOgmTIBhw5g0aRL5+fnk6j8oubigtbYGEy4vEWbol19g/HhISWFn85ysOXPmoFar+eSTT7jqqqtYsWIFn3zyCY1+fsoQ+oGssRGefx527iQjIwNnZ+e+bWjh68tQC4v+VZmztYUrr2RfRQUeHh6G+VRdNczTk4eBot9/7934TEAXH89xYNTEiUY9r7knc9mV2VjVWfXpBZGuWDRhEXwGNUWm6x6bmZmJj78PlU2VZrfPUZI50W1FRUVs3LiR2NhYs3tjG1tOTg7vvPPOqZ3khDiN0oQEztTpUF15JQCTJiltqg3VOZUKjbs7DKbBz+L0oqLAwQGGDWPnzp2MHTsWLy8vACwtLfn6669ZuHAhy5cvJ0On63Qyt2fPHpydnU9cTOgvDhyAyko491wyMjL6/kPoq6/y1vz5/asy98UXEB9PYmJit/fLAQQGB/MioBsAg8NdsrJIc3DA3t7eqOc1JHMO5pnM5VTmoKvQERAQYOpQAAjzDcOuwI7ifNMlLFlZWTiNd8L9JXcisyNNFkdbZM+c6LZvvvmGpqYmqqurzeKKgCl9+OGH3HnnnXzwwQemDkX0M8NiY5VfgFddBcCE5plhLZdaNnl4SGVOtBYdDePG0ajVsnv3bubOndvqbmtra77//ntmz57NT1FR6DIzOzWrcOfOnVRWVpKQkNBXkfeNbduUvWxnn01GRkaPmp90Smgo9qNHk5WVhaY/zICsqIBbbkH39dckJCR0e78cQMDo0RQD2rbGXTzzDDz8MFRXdz9WI7rP3Z0/pkwx+nk9PT1pbGzEVmPLvyf/mzD37ifXfSGnMoeGogazqczVa+pxOMOBxNJEk8WQmZmJo68jgFmNJgCpzIkeWLt2rWHgaL+6OtkHcvbs4RUg5957KXz3XeUq8SCvVorOOVRWxl8jR0LzLB9nZ2eGDRvWOplzd4eyMhNFKMyOTqdU5iZM4NChQ1RXVzNv3rxTDrO3t+e5554jVadD1dQEnai2HTlyBKD/Vea2boVJk8DdnfT09L7/EJqUxGVHj+LU2Ehef6ia794NGg0FY8dSUFDAlB4kMLa2tuRYWmKdk9P6jsREJZl76SUw8rLF7qivr+eHrCzsZs0y+rn1g8PLSsr44JIPmBc8z+gxdGSo/VC0uVqzSeY0Wg1Fc4s4qj1qkvPrdDoyMzOxdle6nuqXx5oLd3d3qqurqa83bVdUSeb6mePHj7Nv3z4WL14MKPt+BrPhBw5wP/BMQwOed9yB7vzzDa3k3T79FEz8AybMU21tLRvKyoi47rpWowcmTZpElH4gNJD1xhuwd6/xAxTmKSMDysth4kTDfrmTK3N6Y8eOJQLYcckl0ImlZPHx8YCydLzf0GqhoQHmz6eqqoqSkpK+/xCamMgZGzcynH7S0XLHDrC2Zk/zRcbp06f36OlKnJ1bz5rT6eD225X32LXX9ouVBBm//MI1TU2M78GS0+7SJ3OFhYVotBoq6iuMHkNHXp3wKvyN2SyzdLB2wEJjQVlTmUnOX15eTnV1NTiBh70H1hbmNbfTXAaHSzLXz3z11VeoVCrDDJ7BXJkrLy/HvqyMWjs7PnjpJcYDf/z738qd27YxZP16aDk3TIhmeTt34ocyY66lSZMmkZycfKJTrLW1zJkTJ3h6wubNcNFF7Ny5kzFjxhj2y51syJAhFHt58YWbG5ym4YVGozHMlupXyZxarVzseOEFkpOTgZ7NmOsUX2VosC/95O/fzp0wYwZ7o6OxtrY2LOfurhpPT9xra0+sQFm3DrZvhxdegHHjlP2LtbU9j7sPNaxdy5fAmLFjjX7ulsncBV9dwIK1C4weQ0f0bfjNpTIH4KBzoFJXaZJz6weGN9k2md0SS8DQzEiSOdFpOp2OtWvXcvbZZxMeHo6Tk9OgrszFxMRwD/D3J5+w/P77cZk1iyUffqgsU7K3xzora+B3khPd4vC///E3EHzSB099E5To6GgA7A4ehGXLoOWVcDF42dvDBRfQ5OvL7t2721xi2dKIESMo++ef0/4eSk1Npa6uDuhnyyz1CYVKxd9//w3AGWec0bfnbJHMmX1lrqYG4uLg7LOJjIxk0qRJWPdwSPb+Sy7BS62mSaNROok+8ghMnw7//jd4eysHFRb2QvB9R33kCMeAsHHjjH7ulsmct6O3WTVA2Z66nbuO3AUe5lOZA3C2cKbest4ke1T1ye0VoVdw/8z7jX7+09FX5kzdBEWSuX5k//79HD9+nOuvvx6VSkVwcHD/uDLZR6Kjo9ECo1u0Ba+rq+P2229Hp/+QPoiTXdGOqirc/vmHjUBQG5U5ONEExbKgANasgWzTDUwVZmTjRvj7bw4dOkRVVVW7Syz1hg8fzsfx8eheeKHD4/RLLJ2cnPpXZW7OHCWZACIiIvD39z+l2t3rvLxApSKkP8yas7eHoiKa7ryTf/75p8dLLAH8wsKo02iU94mVFfzxB3z6KVhYKK8NQEFBj8/Tl7yysjju5NT2YPg+1jKZ83HwIa8qz2y6gqeUppCrzcXW0rbb4yv6gruNOziYpvqkT+ZumHoDyyYsM/r5T0eWWYouW7t2Lba2tlzV3H0vKChoUFfmoqKiWG1ri9/BgwCEhYXx9NNPs3HjRr6NiEBrZSWVOXGq337DsqmJnyws8PNrvWzDx8cHHx8fQzKnaf5F3R/2oQgjuP9+eOON0+6X0xs+fDjpQM3RjpsH6JufzJkzp/9U5oqK4O+/wdERnU5HREQEc+bMQdXXy5ItLcHLi2EODuZfmQNwcOBIbi41NTXMmDGjx083wtWVt4GyDRuUG0aPBv1yxTFj4LHHwMOjx+fpM/n5uNfWku1jmkYW9vb22NvbG2bN1TXVmc2+uZxK5UJOkFtQ3/8cdcGtgbfC15Bvgr+DWVlZqNQqCtQFVNabZqlnRySZE13S2NjI+vXrueyyy3B2dgYY9JW5uKgobqurQ/XPP4bb7rvvPqZOncqdd99NvY+PVObEqb7/nnIbGzIDArC0tDzl7kmTJhmSuSb9h6L+0DVP9K2KCkhJMTQ/GT16NN76ZW3tGDFiBOmAJiWlw+Pi4+MJCAhg5MiR5OTkmE2loEM7dijLLM89l+TkZHJzc5kzZ45xzh0VxVczZ5r/379bboHPPmP//v1Az5ufAAQEB3MHMO6hh+Cuu1rfOWwYPPcc9HV1tCeal7CXhoSYLAT9rDlfJ2XJrrkstcypzMGy3pLAoeazXw5g1thZUEar5mDGkpmZiXeoN1M/nsqX0V8a/fynI3vmRJf88ccfFBUVcf311xtuCwoKory8nLJB2Dq9qamJorg4LACGDjXcbmlpyaeffkpZWRlveHrCf/5jshiFGWpshN9+Y6erKwHtfOCZNGkSR44cob6+XhlNAFKZExAbC4AmPJxdu3addr8cwLBhw0gHbPPzOxyZEh8fz9ixY/Hz86OmpoaKCvOoFHRo2zZwcoJp04iIiAAwXjLn48PQkBDzrsyVlMBnn0FmJvv372fIkCEMHz68x0/rP24cFYBKp0N31lmUlZVx7Ngxdu3axffff09WdLRybjOlPfdcgtRqanvYCKYn9MncFN8pPHP2MzjbOJsslpayK7Oh0ryanwDYDrXFcYEjG3/faPRzZ2Vl4RGiXFQ1xwYo9vb22Nrayp450Tlr167F3d2dBQtOdF7Sdw0z+6uTfSApKQl3/diBFskcwLhx43jggQd47NAhsk3Q+liYMSsrOHqU53S6dvf2TJo0iaamJuLi4tA6OysdDJuajBunMD9xcQDEqlRUVVV1KplzcHCgasgQrBsa2v2Are9kOWbMGHybm3v0i6WW27bBvHlgaUlERAQeHh6MGjXKOOfetImlR45QXl5+ovOsudm1S0ng580jMjKS6dOn98rSORtbW45YW/ObWo3tsmUMGTKEkSNHMmfOHK6++mrcp0xRqnNmqqCwkAytFp++7nraAX0yN9JjJCvnrDRU6ExtlNsomhKbzKr5CUBicSJVM6vYcnCL0ZugZGZm4jLUBcBs/p1OZg6DwyWZ6wcqKir46aefuPbaa7GysjLcrv8wOhiTuejoaAwp3EnJHMC5556LG1Cwfr0yB0mIZvVubhwoKGg3mZvYPHT38OHDyliCggJ46CHjBSjMU24uqFRsbbG/rTMyJ0zgvsBAsLNr8359J0t9ZQ76wXgCjQauvx5uvBHAePvl9PbsYcbOnagx446WO3aArS3V4eHExcX1yhJLvbjXX+f766/n3hUrePXVV1m7di1//vknCxYsoFD/O8tMqe+5hwvglP3KxqRP5nQ6HTmVORRWm0f3z9tG3AZbzK8yN957PACVLpVERkYa7bw6nY6srCzsvJTfneZYmQNJ5kQn/fDDD9TV1bVaYgknKnODsQlKVFQU7hYW6Cwt20zmRowYwYXApAcegNRU4wcozE9jI1xzDUXffgu0Pw8rNDQUJycnk+wPEGbsgQcgMZEdu3YxatQofDrZwMH9jDN4OzeXxhYX4lrSNz/pV8mchQU8+SRcdRWZmZmkpqYab4klgK8vaq0WD8w8mTvrLA7Fx6PVanul+YnerbffzsdffMGqVau47777uO6665g/fz7Tpk0jp6kJrblWdouK8NqwgbHA0Db+bhuLPpkDCH4jmFf3vmqyWFrSv5fNLZkLGRJCqEsoDIPffvvNaOctKyujuroaS1dlb7uPo2ma5pyOJHOiU9auXcuwYcNO+WPg6emJnZ3doK3M7R87FlV9vbIM7iT+/v5k65tbDMLXR7QhIgK++46i5kHy7VXm1Go1EydONDRB4eWX4f/+z0hBCrPl6EhTSEin98vpjR09mlmNjaS38yFIP5Zg9OjR/WeZZVQUVFUBsGvXLsCI++XA/AeHNzVBQABcdJGhkjFt2rQ+P+2IESMoABrMdZTKoUMAHMT0yVxtbS01NTX4OPqYRQOUzPJMLt51MYw1rxlzegtHLMRimAW//varUc6Xn59vKGBcOvJSPrvsM6wtejajsa+4ubnJnjnRsezsbLZv326YLdeSSqUatOMJoqOjleVwarWyFO4karWaRv0yDnP8Yy+M74cfwN6ew82zmNqrzIGyby46OlrZH3D0KPxqnD9gwoy99x5pr75KZWVll5K58HHj+AXQfvBBm/frO1k6Ozvj5OSEo6OjeVfmdDpYuNDQXCoiIgJnZ2fGjx9vvBiak7kACwvzrMxZWiq/M1asYP/+/QQHB+OlnwHXh/TJnNkus2weIxSlUp22E2xfajVrzkySuZzKHKq11dBonsnc+cPOR22pJiozirw+7u68efNmxo8fz7Zt21i9ejX/ueI/3DTxpj49Z09IZU6c1tdff41Op+O6665r8/7BOJ6goKCA3Nxc7sjKUqom7bANDaURZDxBGyoqKli2bBkpp2mZPqD8/DMsXEhybi5qtRp/f/92D500aRLV1dXKB0Vvb+XDkVZrxGCF2Xn1VRrXrQNOP1+upVGjR5MONLXzs3bkyBHGjBlj+NrPz8+8k7ljx5TurmefDSjJ3FlnnYWFhYXxYvD1BZWK4W5u5vn3T9+cC9i/f3+vLrHsSFhYGOuAXeecY5TzddmhQ+Q7OWHn69vmWBhjMddkDsBV7YpdO/trTemCERew++LdUKB0V++OsrIyrrzySh577DF2795N00mNxWpra7n77ru56KKL8Pb25uDBg9x55538nfk3ScVJvfFt9Al9MteXI2UONVe12yPJnJnb+/PPXDxmDCNGjGjz/sFYmYtunlMTnpgILWbMnSwgJIRsQDfIXp/OeP3111mzZg0bN240dSjGUVkJWVkwfTppaWn4+/u3aiZ0skmTJgGQkJAAPj7KsqnSUmNFK8xRfj7HyssZOXJkp/fLAdja2lLk4IBNG1ezNRoNCQkJjNUPfQZ8fX3Ne5llYqLyv+PHU1hYSEJCgnGXWAIEBUF9PdHh4eZZmZs2Df7zH/Lz80lPT+/V5icdcXd35/CQIfxgrkPDa2s54uBg0uYn0DqZ83X0NYtkLrtSWRobMMT8qnIA1hbWTJs8DV9fXzZv3tyt5/jzzz/58ccfefHFF5k9ezZeXl4sWbKENWvWsGvXLqZNm8bq1atZ0VzR1v9evPa7a3l+9/O9+e30Knd3d5qamqis7Juh5seOHTvtBSFJ5szczfv383iLq3wnCw4Opri4mKrm/QuDgT6ZsyspabP5iV5QUBD/AnJvusk4gfUTpaWlvPbaawDENs/OGvDKy+HMM2HsWNLT0ztcYgkwZswYrK2tlWROvxxosA4O//BD6eZZUwNVVUTl5nZpiaVerZcXbm3MjktLS6Ourq5/Veaa95wybBi7d+8GjLxfDpTl9VZWBAYGml9lrqZGGWPh49Orw8I7Kzw0lKbDhw17Gs3Kr79yt7u7SffLQetk7rrx17HqvFUmjQeaK3NaCPUONXUo7dqeup2GfzXwe8Tvp1TVOmPfvn3Y2tpSUFDAt99+y2WXXcaOHTtYtmwZc+bMobi4mN9//53XXnsNW1tbALQ6LXlVefg5mmcnSzgxOLyv9s09+OCDhtejPd1K5hoaGrj//vtZtGgRN998M2lpaaSnp7NkyRKWLl3Kk08+ibZ5SdKGDRu48sorWbRoETt27ACgrq6Ou+66i6VLl7J8+XKTbxw0VwUFBYxvaMDLxka5YcMGePNNpStfs8E4ay46OprRPj6oamuhg6VyQUFB7AQS1HLNoqXXXnuNiooKQkJCiGuenTXg+fvD33/DxReTlpbWbvMTPSsrK4YPH65c9Q8IgNGjWy2dGjSampTmLy+/3Or3zqDTvAcpo76+W8mcRUgIQ7Ra6k7aV6FvftJWZa4vl+z0yPHjMGQIuLkRERGBra0tU6dONX4czz7L0qwscnJyaDSn9+aRI8q+wnHj2L9/PxYWFkyePNlop7/A1ZWPIiMN+9PMTXZOjsmTOY/mymVhYSFzguZw48QbTRoPKO3/rWKsCAwwr06WLTlaO1JsXUyFewX79u3r8uMjIyOZPHkyHh4eXH311Xz22Wfk5OTwzz//8MEHHxATE9NqljJAYXUhGp3GbGfMgVKZA/pk39z27dv5+eefeeyxxzo8rlufcjds2IC9vT0bNmxg5cqVPPPMM7zwwgvce++9hj1e27Zto7CwkDVr1rB+/Xo++eQTXnvtNRoaGli3bh1hYWF8/fXXXH755bz77rvd+iYHutiYGDwBC/0f+s2b4d57YcIE+PNPYHDOmouOjmaeftlpB38UAgMDCQZUX345eD+IarXw009QXQ0ov2zeeOMNFi1axGWXXUZ8c9vswaKxsZHs7OzTJnOgvH9ycnKUit6RI2DED2RmQ783YuNGZeD6YNWczOXTtf1yenVXX80M4OhJ++b0YwlOrszV1NRQ0UYlzyzcfjt88QWg7JebOXMm1tYm6DK3fTsT0tIMs6jMhn61w7hxREZGMm7cOOzt7Y12+iEjRwJQb06vCcC776I55xyqSktNnsw5OztjZWVFYWEh1Q3V7M/eT1ldmUljuiDgAho3NprdWIKWpvpNxcXGBdVwVZdHFDQ0NHDo0CHOOOOMVrer1WqmTJnCv//9b0PFtKXcKmXJua/j4EvmNBoNK1asICgoiBUrVnR4bLeSuePHjxuWVYSGhpKcnEx8fLxhKcGcOXPYs2cPMTExTJo0CWtra5ycnAgMDOTo0aMcPHiQ2bNnG47du3dvd8IY8JL//hs7wG3KFOWGzz5Tmjg0NMCCBXD33YNu1lx9fT0JCQmEh4Qo+yY6+MXn7e3N+ZaWnPPll5CZacQozcjRo3D55cqAX+CVV16hurqaJ598kvDwcGpra0kdDHP4Hn4Y5s0jKysLrVZ72mWWoFR2zXrvkjF8/rky+uPCC5VB0YPV9Olces45ZI0aZRgf0BWhc+eyH4jT7zdrFh8fj7+/P87OzobbzH7WXHg4XHIJ5eXlREVFGX+JpZ6vL07NF6nMat9cbCzY2aENCeHAgQNGa36i5z1uHADFzRcKzMZff6FNSqIR0w4MB6UTuH7WXEx+DDM+nsG+rK5XmnpTUqrS4MOckzkLtQXzh83HarQVmzZv6tJjY2JiqKur6/LPg74xjLkODIe+S+Y+++wzYmJieOmll/pmmeXo0aPZsWMHOp2OqKgo8vPz0el0htb5Dg4OVFZWUlVVhZOTk+FxDg4OVFVVtbpdf6w4VUlzcw8nfctnlQouuQTi42HxYvjwQ3xcXbG2th40lbkjR47Q1NSE+4UXKl0qZ85s91i1Wo1GvwxzkLw+pxgzBlasgI0bKf3uO9566y2WLFnCmDFjCA8PBxgcSy1jYqCy0nDRo7OVuZKSEmpra+G88+D11/s2RnNTWqpcPLruOvjgA+XCySCtcNfV1bFlzx7mnbQEqLNGBAVxs4UFpVu3tro9Pj6+1RJLwLxnzTU2wvr1kJnJnj170Gq1Jk3mbJubEpnV3785c+DRR0lKSaGsrMyo++UAAidPRguUHztm1POe1qFDlIUq+8FMXZmDE4PD9YOocytN+/M279d5cL55jiVo6fzQ82mwbSA6K7pLF5z08xZPrsydzvSh09m0dBNjvcae/mAT0SdzvbllrLKykpUrV3LWWWdxzTXXnPb4bvWGveqqq0hOTmbZsmVMnjyZsWPHUtBirkl1dTXOzs44OjpS3XzlTH+7fo6O/nb9se1JSEjoTogDwv7ERH7y9GSMlRVNJ70OVjfeiMXll1OXkoKPjw+xsbGD4rXSl/YdHR1P+/3W1dXR4OcHaWnk7N1LeRc60A0E6vJytA4OqG64gZAff6TxX/9CXVvLddddR0JCgqGV+Pbt2wkLCzNxtH0r9OhR6sPCDKsAmpqaTvv+0b8+O3fu5Ly4OKqdnclduLDPYzUbOh12n31Gk4cHtomJ+OfkkL52LTVd/GM8EGS99x7P1tVhP2JEl37P1tXVKcdrNLyv0fDN9u2Gx2s0Go4cOcL48eNbPWdtbS0ABw4c6FYVsC9ZpaczfMkScp57jh9SU7G0tMTV1dUkf3vc1Gq86+txAQ4ePGiUodydMnIkjBzJz82dgj08PHr0+hjeQ52kVakoAkqPHTObzwTqykpGHj/O0eHDga5/T33B3t6ezMxMyrLKAIhJjSHB1jQx1TTVUK2phpoTq496S2+/1iG6EGa6zGSvei+ffvopV111Vace98cff+Dh4UFVVVWX4wkhhOyUbLLJ7k7Ifa6pqQlra2v27NnDOb00FuT1118nPz+ft956i6NHj572+G4lc7GxsUyZMoXHHnuM2NhYMjIy8PDwIDIykhkzZhAREcEZZ5zB+PHjeeONN6ivr6ehoYHk5GTCwsKYPHkyf/31F+PHjyciIoIp+mWEbRg9enR3Quz3tFotf+bkEHDLLVx23nmnHtDidRkxYgQlJSWD4rX68MMPsbOz44KDB1F//TV89VW7xyYkJOA/cybaPXvwqavDbxC8Pq3cfDNERkJMDEWvv47XFVfw7ejRLLzwQsMhISEh5OfnD+z3jkYDOTnYLFpEQ0MDKpWKs88++7T7fAoLCwGwtLTEauhQXOvrcR3Ir1Nb9Hu5zjwTHniAoJgY+Ne/TBuTCZTu2cOtgHrZslarTU4nISHB8LNV4OCAY4vf08nJydTX1zN79uxWP3/6+Ycqlcr8fi6bK2B+s2dzZNMmpk2bZtTmHq1MmQJ+foyor6empsY8XqvaWsjJgZAQ3s3KwtHRkYsuuqhHM/havoc661ZnZ0KCg3ncHF4TgJ07Achvfm/PmTMHFxcXEwakrM7Yv38/k8ZNwmWTC1o7rcneQ/oZaupqNbNnz+7VmY3def90ZDSjOXfKuQS8EkB0dDQrV67s1OOOHj3KWWed1Wp/cGfsSt9FbVMt5w87vzvhGs0VV1zB77//zieffHLaJZGnk5aWxpdffsn111/PokWLDLcf7KCpUbeWWQYFBbFu3ToWL17Mm2++ySOPPMLDDz/M6tWrWbx4MY2NjSxYsABPT09uuOEGli5dyo033siKFSuwsbFhyZIlJCUlsWTJEr755hvuvPPO7oQxoKWlpWFZXc24sR2UlnfuhHfeGVSDw6Ojoxk3bhzq/fuVphSnETJyJLlAtZlcoTSawkL4+muYOxcsLHh2506eVKkYd1KL+fDw8IG/zDInR9lnOmwYaWlp+Pn5daphg35fnWFweH5+X0dqPhISlEYX2c1XQh0d4Zxz4JdflE59g0xVSgoVtrZdSuROVuvpiUd1tWFbQVvNTwDD6hWzXGaZnAxAjZ8fBw4cMN0SS1C2GmRnQ0iI+eyZ27cPhg+HbduIjIxk6tSpxh2m3ixx/Hj+LCsz+nnbZWEB8+cTpVZjb2/f4WosY9EvswSUweHVphs9o98X5mHjYZL3S1epVCpmXzybP7f92alOssXFxSQlJXV5iSXAq3tf5f4/7+9OmEZ16623UlJS0iuzex955BHUajUvvPBCpx/Trcqcm5sbn3/++Sm3r1279pTbFi1a1CqzBLCzs+Ott97qzqkHjdjYWH4GJnz4Ifz7320f9NNP8MEHhD74IHl5edTV1fX4ioA50+l0REdHK2X9Awc67GSpN2LECBYAby9axLw+j9CMfPSR0kr/rrvIzs7m/fff57p//YuhJ83cCw8P57fffqOhocE0HemMQaOBa6+FiRNJX7euU81PQNmkr1arlQ+KPj7KvrvB4rPPlPfQU0+duO2SS+COO5SmOuZyxd8IiouLsSotRdfDxgSqkBCC0tI4cuQIM2bMMIwlaOtKtdnOmjt+HOztiUxPp7Gx0bTJXLOgoCDDa2lyzZ0s68PCiIqKOm0Hur5ypo8PSdu2meTcbZo9G/78k6TFixk6dKihv4IpeXp6UlFRQX19PW8ufBM3OzeTxWIYGO5i3vvl9LambGW973pwgb17957294B+3mJ3mgHlVuWadSdLvXPOOYfg4GA+/vhjrr322m4/z549e/jmm2/473//a1il0RnmP4BrELVNbykuLo4QwL65zXCb5s6F2lomN3eZM5urk30kKyuLkpISJkyYoFyR7WQyFw8cab4CNyg0NsK778L558Po0bzwwgtoNBplOYROB48/Ds88AyjJXFNTE8fMbbN8bwoOhnXrYPr0Ts2Y07OyssLLy0v5uZo0CSZO7MsozUdTE6xZAxddBF5eJ26/9FJYuRJ6UJ3qj7Zv34434BAS0qPncRw7Fj/gSFQUcKKTZVvLzcw2mUtOhmHDiNi1C5VKxVlnnWW6WOrr4dJLubymhvT0dPOYyxcbCx4eROfl0djYaPROlnpXZ2fzWWmp+TSXq6sDIDs72yyan8CJweFFRUUsGL6AaUNNt+dypPtIXOJcCPUw34HhLc0YOgNLtSWqEZ0bURAZGYlKperWPMqcyhyz7mSpp1arufnmm9m2bVuPOoQ/8MAD+Pn58dBJq6hOe/5un9FYBtOH8BaORkUxFLDqKJlrHu8wsnn510AfTxAdHQ3AxNGjlfdFJ/4o+Pn5cYaNDcFffTV4Wqtv2qQku3ffTX5+Ph999BE333wzISEhSkfUjAz43/8gJmZwdLRsXgbS1NREZmZmp5M5UDoLpqenw113wa+/9lGAZubPPyEvD248aZCuv79yEaALVwsHgq1bt2KnUjGkh9VI15UrCbO1JbZ5M/uRI0fa3T+iHxxudt57D776ioiICCZOnGjafU/W1rBlC6Pr6qitre2Tgb1dFhurzJdrrkQYu5Olnl1wMC5AsjlULCsqlAtA775rlslcYWEhKaUp/JDwA1qdaYoHk3wmUfNTDcMChpnk/F3lZOPEmQFn4jDegc2bN5/2+H379hEeHt7lZepanZa8qrx+UZkDuOmmm1Cr1Xz66afdenxycjJ79+7l/vvvx8HBoUuPNf9kruWV4UGk5PBh5R+no6vB7u4wfjw+zR8OBvq+OX0yNz4kBGbNOtGcoQMqlYoL3N25cM8eMMcPR33h0kuVYc8XXEBERAQNDQ3ccsstJ+5//XUYMgRuuYVRw4djaWk5sJO5G2+EyZPJyclBo9F0epklKB+qB3rF+xSff678brnoolPvq6uD335TxhYMElu2bOHeSy5B/c47PXoetbc3Q8aOJS4+Hq1WS0JCwiljCfT0lTmzqDa1NHQoDSNHsnfvXsOsWJNRqcDXF6+mJsAM/v5ptRAXB+PGsX//fnx9fU2WuLiOGAFARgcNE4wmKgqamtAFBZGTk2PyGXN6LZO5vzP+5qoNV3E497BJYolNjaVR1Wj2YwlaOj/0fKqcqog5HkNWBwPqdTod+/fv71aVuqimiCZtU7+ozIEyVmLhwoV89tlnaLpRPNAnxpdeemmXH2v+yZwZrK02tvr6etCXaUNPU3afOxfb7Gws1epBUZkLDQ3FKSQEdu2Cq6/u1ONU+oR4gL8+Bmq1ssRSrSYyMhIbGxsmtlwi6OEBb70F//yD9aZNhIWFEdu812NASkkBN7cuzZjT8/PzIzMzE+2BA8rP4q5dfROjOfH1hdtuUyofJ4uJUQaIb+rawNj+KiUlhdTUVObPn6/8XPVEVRWPajTYHjpEWloatbW1HVbmamtrKS8v79k5e1NREbz0Esd+/53a2lrTLrHU8/XFtXmUg8kvumi1yoWQZcsMH15NtTfMs/kiQYE5XKRrTihLQkJoaGgwy8rcguHK/Mjfj/9uklhu3HQjLDHvgeEnM3SXDG27X4ZeUlISpaWl3Wp+MsR2CDH/iWHR2EWnP9hM3HLLLWRnZ/PHH390+bGbmj+PDW8e4dEV5p/M7dhh6giMLjExkeNaLbFXXw2jRnV88IsvokpOZmhAgOmvTPax6OhoZb9cF9k3L4/SpKT0dkjmZ8UKePZZw5eRkZFMmjTp1OYmV10FNjYQGTnwO1qmpEBoqOHno6vLLBsaGiipqVEusGSb55ybXvXmm4Y9laeYOlVpBvPLL8aNyUS2bNnCcGDZpk09b4BjaclVUVFMLC5mV/NFgY4qc2Bmg8Pj4uDhh8nftw9oP3aj8vXFrjnhNfkFKUtLuPpqGsaN4/jx44wbN85kodg0JwVmMTj80CHw8yOrebm7OSZzXg5eTPGdwm/HT7//qy/kVuVCZf9K5ib7TubLy7/kTN8z+eCDD9C2099iX/Pvi+5U5qwsrBjnPQ5vR+8exWpMF198MV5eXnz88cddelx1dTU7d+7korZWxHSCJHNmKDY2lmOA6sknleVOHbG3B5VqwI8nqK6uJikpSUnm3n8fwsOhxUD6jrhPmgRAefMyzQErP19pfJKntFhubGzk4MGDbf8StbKCTz6B668nPDyclJQUqjv5evYrlZXK/srQUENlrit/MPVDm9ObN/AP+PEEMTEdjx5Qq+Gii9D9/juvPP88zz33nPFiM4GtW7dyhocHzr//DlVVPXsyW1vqhgwhCNiwYQNwUifLzEy4806oqzMkc2bVBKV5LEFMVRVqtbpbV497XXg4lkFBnHvuubz77ruGgesmcfAg7N5NSkoKWq2WEc1LHU1izBgeGT+ereZQ2T14EKZMIbv5Qpi5JHNDhgzBwsLCMJ7gguEXsDdrL6W1xl1CrtPpKGksgUr61TJLC7UFN0y4gXtuvYe0tLR2K1GRkZE4Ojp2edbdodxDXL7+ctLL+tfnWmtra2688UZ++eUX8vI6P+5i27Zt1NfXc2GLOcBdYf7J3GC4En6SuLg4xlhaEjZkSOce8PTTPJWdPaCXWcbGxqLT6ZRkLilJqbbY23fqsaHh4eQD1c17CwesDz9U5qnddRegvI9qa2vbX95w3XUwcaKhCcqRTszt63f01djmGXM+Pj5dGt+hT+ZSysqUWUkDOZlLSIAJE5SRBB2oOvtsVBUV/Pb446xatcr89nX1Eo1Gw7Zt25ijXx3RC/u3VcHBBKFU/IYOHdq6gcgFF8A778Dhw4b3nVlV5o4fBysrDuTlERwcjI2NjakjUkZnbNnCypUryc/P7/LV8F710kuwbBnHjx8HMG0y5+xM6RlncMAcPhPcfjvcfLMhmTOXPXNqtRp3d3dDMrdw+EK0Oi17s/YaNY6S2hKaaMK63hpXV1ejnrunSmpLyA3IxT3Mnffee6/NY/bt28f06dO7PD/v9X2vsy11G662rr0QqXHdcsstNDU18eWXX3b6MZs2bcLR0bHb417MP5kzpyuTRhIbG8v3lpZY/9//de4BBQXMzMigIDubhoaGvg3ORGKalzhNmDABsrKUjnqd3I8wfPhwxgG/LFzYhxGaWEOD0mlu4UJo7oB62uUNZWWwcSPjm/+4Dsills7O8MADMGkS6enpXVpiCSc+eGRkZSkf5rtwpa3f+fJLJWG97LJ2D4mJieGMlSupA24OCKCyspKioiLjxWhEhw8fprS0lKn6q+XePV/qYz1iBCFqNY2Nja2XKR4/DvHxcO+9MHOmIZkzq8rc8eMQHMzR48cZ2VGXZROYO3cus2bNYtWqVcqec1No7mSZlJQEmDiZA87XaBhWXExJSYlJ4+DOO+Hyyw3JnP69bQ5aDg6f4T+DjHszuHBE9yoj3aUfGO5p42kW8/e6QqPV8PC2hwlaHMSmTZtO2bdaW1tLTExMl5dYZldksz5uPbdMugUXWxN2zO2mkSNHMmvWLD755JNOXezU6XRs3ryZ+fPnd3ver/knc4OxMhcbS6BG03Eny5bmzcOmoYGJOl2HXYX6s/T0dCwsLJROhJ2cMafn6+tLjYMDx5qXCQ1I//yjdOu89VbDTZGRkXh6erafwCQmwhVXEJyVhZ2d3cBM5kJC4OWXYfhw0tLSutTJEsDJyQlnZ2flj9RVVymVq4Fq3z6YNq3dpOXrr7/mjDPOoLShgYT163FevRpQmoQMRFu2bAEgzMUF7OzA0bHHz6kKCsKn+f+3WmL5/PNgawsPPwwo7zsnJyfzSuZSUtANH86xY8cICwszdTSKgwdh8mRUBw/yxBNPkJ2dzRdffGH8OOrr4dgxaN4v5+rqipub6YZQA1zwyy/cAYbk0iRSUiA9HXQ6cnJy8PLy6vaH1b7QMpmzVFuaZGi3l4MXAXEBhNr1jxlzLXk6eLJk3BISbBLQ2mj58MMPW91/6NAhmpqautz85O39b6PVabl7xt29Ga5R3XrrrRw7dozdu3ef9tjY2FiysrK6vV8O+kMyZw6zY4yooqKCyowM7BsbT9/JUq+5LDsXM2jP3Efy8vLw9vZGrVZ3OZlTqVQs8fZm/o8/Dtwh9EOGKMsrW8w1ioyM7Lij2vjxYGGBRVQUY8aMMX0Dgb6Qlwc1NZSVlZGamsqo0zUUakNgYKDyc7V6NdxzTx8EaSZSU2HYqXOOGhsbWbFiBddddx1Tp07l4MGDTFq8mGHNlYeBmsxt3bqV8ePH4+DqCqNH905n5aee4r5//Qto0UAkM1Opiv7f/8H69fCf/wBmOGtu715yX3yR6upq86nMWVrC4cOQns78+fOZPn06L7zwAo3NzTa66v333ychIaHrD0xIUOaYNlfmRowYYfIqi8rbGy9MnMw98QQ0V2XMacacXstkDiCxKJErv7mS2Hzj/S30dvSmPqKeUd5d/9tkDu6ZcQ+1TbWMXjqajz/+uNXqsO40P6luqOaDgx9wxagrCB3S/xJcvauvvhpnZ+dOLf3e1Nwdurv75aA/JHMDtNLUnri4OAxv384mc97eNAwbxjwG7uDwvLw8fHyar2nPnWsYmN5ZM5yduSgjAwoK+iA6MzB6tDJuoHlJWFlZGUePHu34l6idnfK4w4cHbkfLf/0LZs0iIiICrVbL2Wef3eWnCAwMPLF8ZIDuD6OxUUkq2lgN8MADD/DGG29w9913s23bNuXnUKNhxJtvcgvKoNOBpqamht27d3PeeefBCy8Y2qv3mL09Y8ePB1pU5vz9le6gDz2kVDK++gp0OsOsObNhbU1C8wdfs0nm9Ev2cnNRqVQ88cQTpKWl8dVXX3X5qQoKCrjtttt46623uh6H/kJYc2XOHJrDWAcE9H4y9+STcPPNnTs2Lw++/15Ztq1SkZ2dbTb75fROTuacbJz48eiPbE46/SDs3pKYn0iBtqBfNT9paaLPROYEzaF4WDH5hfls3LjRcF9kZCRBQUF4d2GJukan4Z4Z9/DgmQ/2QbTG4+DgwJIlS/j2229PO2Jm06ZNTJ48uUdLkM0/metna4h7Ki4uDsPHqc4uswTU113HMQZuZS43N/dEMvf558pV7C6wav7j2jQAP3gCSmOOFlfEDhw4AHTiitikSXDoEOHh4eTm5lI80CrhKSkwbBjbt2/H1ta2W7NuDMnc88+Di8vATeg2b1aa4rSg0+n49ttvueqqq3jzzTexsrJS7rCwwOrAAZZbWQ3Iytzu3btpaGhQ5sv1pqIilv/zDx/dcAPT9VV0lUppfuLnp3TpraqCjAzzSuYSEuCuu8jdqzSHMJtllh4eSnWuuYJ50UUXMXHiRJ5//vkuD+2NjIwEID4+/tQ7//mn41VCV14Je/bQ0NxV2tT75QAsfHzwtbDgWG+OJ/jf/+Czz6D5terQG28oF4keVD6Um2tlrqSkhKbmwfN+Tn5M8J5g1BEFT297Gm7uX2MJTnbvjHsZ5TMK/5H+rRqh7Nu3r8t/c51tnHly3pPM8O/6KANzc+utt1JbW9vh0u/i4mL27t3bo6oc9Idk7qabTlz1GgRiY2OJs7dH+/HH0IWre5ZPP80rQ4cO6Mqcr69vtz9IOzfP/CnqrSvs5uaSS5T/mkVGRqJSqU58YGzP5MmQm8vk5iumbX6Q6a80GmVQfGgo27dvZ9asWd3qwBcUFERxcTH1FhbKqIOysl4P1eSsrGDBglPmWsbFxZGbm9v2H5p585io0ZDa3L1vINmyZQvW1tbMnj1bqSy006mty6yssFuzhlvDw7G0tFQ+6P73vyfub+4sS2ysYZmlWXQLPXgQ3n6bjGPHcHBwMJ8P5Wq1ssezOZlTqVSsXLmSpKQkw/iHztIvCYuLi2v9mmdkwMyZhuWvbXJwgJkzSc3MRKvVmkVlDi8vPLRaknozmauoUBLoJ5/s+LiyMmVMzjXXwPDh1NfXU1RUZD7vm2b6WXMtL2IuHL6QvzP/pqK+wigxpJekQ0X/GktwsstHXc5f//qLO5bdwc6dO0lISCA3N5fMzMxWF5QjsyIJeiOIZyOepUnbdMrz7M7YzQ8JP6DRdu1CjLmaMmUK8+bN46mnnqKgnVVhf/75J1qttkf75aA/JHNffKF0+RokYmNjcRk/HvUtt3S69b5eSFAQxQPwg5VGo6GgoECpzG3aBK6u0MWZcd7NSc2AnTWXnNxqv9O+ffsYNWpU69bnbVm6FBITCZs1CxhgHS2zs6GhgQpPT2JjYznnnHO69TT6K6ZF6uZflwNxPEF8PPz8s3IlvQX97KDzzz//1MeMG4eNVkuTKffk9JGtW7dy5pln4mBnp/zO6a1GXC4uyn/p6cqy1jffVOYg6un30cXF4efnR21t7WmX6BjF8eOgUrEvP5+wsDCT7wdr5fzzW21JuOKKKxg7dizPPfdcu4OM26JP5kpLS1vvVXz1VWhqUpYMtpcYvfAC7NtnNp0sAbj9dl5evJikpKTeuyDg5KQsB/7jD/j77/aPi4iA2lp45BHgxIgNc0vmPDw8AFottbxg+AU0aZvYlrLNKDHkVOb0u4HhJ9P/Prj42ouxdLPk/fffN1S6WyZzD219iKKaIp7Y8QRnfXoWiUWJrZ7niR1PsOKPFegwgwtYvUClUvHee+9RVVXF/fff3+YxmzZtwsPDg2nTpvXoXOafzMGgGU+g0+mIi4vjSnd3ZVlLF31y7Bj3HjrUB5GZVlFRERqNRknmsrOhvPz0w9RPEjpxIgVAxUDcg1lSovzXnMzpdDpD85PT8vKCsDCGBgTg4uIysJK55uV/h5oraT1N5nL0y7YGYjK3bp2yVOykD+l//PEHY8eOxd/f/9THNFeRPPLyqNMPVR8ACgoKiIqKUvbLlZQoFd5emDFnEBysVHtWrVK+fvTRE/e5uMCsWWBlZV7jCZKTISCAuKQk89kvp/fpp7BypeFLtVrN448/Tnx8PD/++GOnnkKj0bB//37DPkbDCoXCQmXu4sUXw/33K/8+Jysthcceg4gIw4w5s6jMBQTgOHMmFZWV7VYFuuTYMeViw+jRSjX0zz/bP/bSS5V+BxMnApjdjDk9fWWuZTJ3ZsCZzAqcZbQLFsUNxVBJ279j+5H6pnrmfDOHgBsD+OKLL9i+fTtWVlZMmjTJcMyPi3/kwPIDrL9qPcdLjjPto2kU1yhV0UO5h9iZtpO7p9+NpdrSVN9Grxs1ahSPPPIIa9euZdu21hcINBoNv//+OxdccEGX5/CdzPyTOTu7QTOeIC8vj+LiYv69b5+yNr2Lyvz9mVJbi2aAzZrLa57t5evrq7wX1GrQ75/rJG9vb4Y7OLC2G90MzZ5+H2DzB4jU1FSKioo630Fq/XpUH3zAuHHjBlZHy9BQePNNNmVm4uTkxJQpU7r1NPpkLl2fsAzEZC41VWmeY3nij2hNTQ27du1iwYIFbT9mzBjKfX2xZGA1Xtq+fTuAsl9O/2/dCzPmDIKCYO9eJUm46SY4+Yr8rl1w//2GD75m0dEyORltaChpaWnms1+uA4sWLSIsLIxnn322U1Wp+Ph4qqqquLV5tIvhopajozLaRP9fW++DFs1PkpKScHV1xb2LFxv7REEB5yYmEkQvNUFJS4MjR5SENj4enn667eP0leQWr5U+mTO3ylxbyZyVhRW7/rWLy0dd3ufnb9I2UaWrwl5jj62tbZ+fry/ZWNqwJHwJWa5ZlDeV8/777zNhwgTs7OzYnrqdBk0DbnZujPEcw+LwxcTdFsf7F7+Pu73ys/LkzidxtHbk1sm3nuZM/c9jjz3G8OHDue2221pd+IyMjKS4uLjHSyyhPyRzQ4cOmmQuLi4OC8CprKzznSxbqJwyBVegcJtxlgcYiz6ZM1TmvL1bfejsDJVKxbARI0zbprmv6JO55spcW8sbOvT99/Dyy4aOlmaxR6c3BAbC3Xfz0969zJ07V9mj1A1+fn5YWFiQWF0Ny5ef+uF7IEhNPaXhUkREBPX19W0vsQRwcCD+u+/4joE1nkBfXZkwYULfJHPDhyvNNDSa1lW5k+iTObOozFVXU+bpiU6nM7/K3DvvKBf3mk7swbGwsOCxxx4jKirK0Pa7I/ollpdccgleXl4nkjk7O7jjjhN7SbdsgZNbjZ+UzA0fPtw8lqHm5TH23XeZQteTueXLlzN69Gg+++yzE2Me9B19AwNPrIzJzGy9j72xUanGPfRQq+fTv4f7QzKnV99UT1VDVZ+eX6fTMeHYBEJqOt/szpzdPeNuGnWNeF7gSWNjI2eccQZ/Z/zN+WvO539/tS5Q+Dr5snTcUgA2J23m12O/cuukW/vlkPDTsbW15b333iMpKYkXX3zRcPumTZuwsLBo/29sF5h/Mjd8+KDpaBkbG4s/oNZoupXMWTS3Xa/e3NxWV6dTljr89puypOe773oxWuPRX5n28fFRvp9u/kG4wdaWeyMiBl43wgkTlH/fFsmcnZ0d45qbvpzWpEmQksLkYcMoKyszjw+PvSE6mpzdu0lKSur2EksAS0tLhg4dSmJ+Pnz4IXSjI6bZayOZ++OPP7C1tWVO8xzLtgxrfs8NpPEExcXFODo6Ks1y1Grl56s3P4S++ipERSlzC9vqWLxjB4SE4Ndc4TCLylx0NDsXLQLMaCyBnoWFknSftJRw6dKleHp6sm7dutM+xb59+/Dw8GDYsGGMHTtWWWb5xRfwwQet/158+incd1/rJkixsUq1auhQjh8/bh775cCwNNhPre5SR0udTsf3339PamoqN998MyNGjOC9996jKTVV+SymXyq5fbvy/t269cSDv/lGqeCd9DsjOzsbGxsbkw9SP5m+gnpyMldSW4L7S+588M8HfXp+KwsrGqIbCHM1/2p3Z4z0GMkFwy+gflw9WMCYqWNY/N1igl2DOxw1MNpjNA/MfIBHZ7d/cau/O++881i6dCkvvPACiYnKXsHNmzdz5plnMmTIkB4/v/knc7/9puznGARiY2OZov9H7cJYAj3fqVM5Dmj1VxXffFNZOnXhhcpG5Dvu6L1gjahVZW7hQliypFvPM9LRkfOrq2kcaMvkRo9WroTa2QFKMjdlypTOV6ImTwZgWnPb+QGzb+7//g9V8wiLniRz0GI8gVYL1dW9EZ35qK1VZkIFB7e6+Y8//mDOnDnYNb+v2uL166+kqVSkD6CKd1FR0YllcvPmKYlXb39AnzABbrut7fuGDIG0NBxSUnBycjKbiyuJzf/GZrfMssWsuZasrKy44IIL+P333087pkDfQl2lUhEeHk5SXBy6Rx+FDRtaX0x++GGlo23L7qbJyTBuHA2NjaSnp5vHfjlQuk6qVIS5unapMnf8+HFKS0t566232LRpE76+vtx+++18//rrVDo7U63fxnHWWUpi98QTSsKr1cKLLyp7aU/qfqufMWcWFcsWrKysGDJkyCnJnJudG8GuwX0+oiC9LJ0UVQp+gea1l7An7plxD1VU8e9n/82Pqh8prClkwzUbOqy4hQwJ4eXzX8bLoRf3Jpuh1157DXt7e2677TaysrKIiorqlSWW0A+SuQGz5KsT4uLimKnfC9aNylxgYCDrgQP6ZWDnnQdvv610lrr/fuXK5Und6vqDvLw8nJyccHBwgBUrlCuj3WDXfEVZPytpwDh40PBBpr6+nkOHDnVttkvzBuXhlZXAAErmUlJIbGzEw8Oj81XKdhiSuenT4dpreylAM2FtDXFxrYYBZ2ZmkpCQ0P5+uWYqOzuCdDrqBtBey+LiYkOXO5MYNUqpCDZ3tDR5Mrd1K1xxBflRUfj6+uLk5GTaeE7WTjIHyty5kpISwzLKtpSVlZGQkGD4nRkeHs6V1dWocnMN3RgNJk5ULii+8YZyEQSURiC//EJqaipardZ8KnOWluDuTqijY5eSuf379wNwxhlncOGFF7Jnzx62bdtGuY8Pa8vLmTFjBqWlpWBjozSeiYxULrr/+quyl+6RR5T3bwvmOGNO7+TB4XoXDL+AXRm7+nSp5cf7P6bumjo8/T377BzGdv6w80m5O4XQWaFsSd3CGwveYLLvZFOHZRa8vb158cUX2bFjBzfddBPA4EnmStetU5KS0lJTh9KnNBoN8fHxlM2Zo/zx7EZnIzs7O9729maHtbVyQ3i4Uo2bPVuZZ5SSoixJ6Wfy8vKUqpxGowzU7Sa35grUgJs1d/HFhm5u0dHRNDQ0dH6/HCj7gfz8cCwpwcfHp80mKHv27OGSSy7pP3PoKiuhsJB9BQWcffbZqNU9+1UXFBREVlYWOnf3gdcAxcJC6VLX4sPWn82d6k67lr+5lb7tABqJUlxcfKIy99hjSmc+Y7K1VSqBcXGGWXMm9c8/sHEjcWlp5rfEEk4kc4mJp9x1/vnnY2Fh0eG+Of0eY30yN3bUKB4CyoYPVz57nOzhh5ULo59/rnytUkGL6pfZVOYAvLzwt7YmKSmp02MaIiMjsbe3N3T2VKlUnHPOOfw7JYXAX38lKSmJyy67TGnk8K9/KauI/vtfZdlwcDAsXnzKc+bk5PS7ZG7h8IU0aBrYkbqjT87bqGnko6iPIA3GBI3pk3OYgkqlIsg1iIvCLuKRsx7hP1M7mM84CC1fvpyZM2eybds2AgMDGasfR9NDZp/MZR85Atu2DfgmKCkpKdTW1hI6fTqce26XG3zoBQUFcezYMWr1Vw31vL2VX7o9/FBrCrm5uUoyl5KizLn56qtuPY/fzJkAVPeXhKQzqqqUJXLNHyC63PxELzkZXnvN0ARFr6amhhUrVjBr1ix+/fXXTjUTMAvNDTkOlpf3eIklKJW5xsZGap2dB14yt2eP0kSiRRfcP/74g6FDh57+D83IkWhUKjzy8gbMKoqioqITlbnYWKXJg7GNG2c+lbnjx8Hbm8PHj5tvMqcf7n4SV1dXZs2a1eHvrX379qFSqQxzniYmJ/9/e/cdHkXVBXD4t+khPYFAIIUECITeO6EKAmIQFQVERUEFRRELKAIqfGJBUUQREVGpYkUBQZoGCL1IJ6ElQAqkQHrf74/ZDQQSCCk7s8l5n8dHmN2dubtMNnPmnnsODYB/OnQoer1+9+7wwANKWvuOHUpAExNTUDhHMzNzAH/9xb7nniMjI6PE59GePXto27Zt4TR9vR70egYOHMj333/Ptm3bGDlyJHkWFkogd/iwkm7588+3XLvo9XqznJnr6tsVB2sH1p9eXyHHXXl0JXEZcbDDvHvMFaepZ1Nm9ZmludRatVlYWLBgwQKsrKwYNGhQuX0+mr+yP2WciankwZzxArr7hQu3b8Z5Bw0aNCA0NJRq1arh6elJu3bteOihh3jr+ecJHzNG+dI1M7GxsdfbEsBdtyUwqtGwIacsLLgcH1/4Ab1eWQNx332Qnl7G0ZqYsYrgDcGcl5fX3fesMZRFbtasGcePHycvL4/Q0FCaN2/Op59+ytixY3F0dCwoMa15hs/lLGVfLwfXf9km2doqwVwlCVwA+O03JQ3bcBGWl5fHpk2b6Nu3751/0djZcc3Tk4a5uQVrW81doZm5uLjyrWRZUgMHwj33UNvLi+joaHUD5TNnyPH1JTExUZvBnJUV/Puv8h2o18PKlcr6LYOBAwdy+PBhLhQTlO/atYumTZvi7OwMgIOfH3/a2/NrcZ+5Tge//qq0ldi2TZmhq1ZNW20JjHx98WvRAihZRcvs7GwOHjxI+/btCz9w5YpS5GXJEh599FE+/vhjfv75ZyZOnIh+xAgl4A8OhiLav1y9epWMjAzN9ZgzKi6Ys7WyZcF9CyqkVL5er+fDsA/xxBMilJvwoupo1qwZ+/btY+bMmeW2T80Hc4eMP2TmchFZSsbUtoDPP4cffij1fj755BN++OEHZs6cyeDBg3F3d+fo0aP8sHAhgd98A9u3l9eQTaYgzdJ4DpSyuabOwoLhLVuy0MHhpgd0yt3FtWuLTNXRNGN62w2VLDt06HD3d3tOnoRBgwh2diYjI4MRI0bQvXt39Ho9W7du5YsvvsDHx8d8grnOnfm4SxeSvbzK5U65MZi7otNBVhYkJ5d5n5px7pySHmWYtd+7dy9JSUl3XC9nlHDPPeylcrQnyMnJ4dq1a9dn5tQK5p58Er74Aq/atcnMzOSasXeXGk6fJskQoGiu+ImR8fvur7+UAllDhhSk5BvXpKwzVnm+QX5+Prt37y68xrhXL74IDuboiRO3P2ZOjtIP1tsbXFw4ffq0dtoSGP3zD20N77skwZwxTf+WYO7CBSV13bBecuLEibz88svMnTuXjz/77LbtWrTaY86oRo0aJCQkFJmGOqL5CFp5tSriVWVzMfkiVzOukrI+hf79+yvXN6JKadGiBa6uruW2P80HczsjI5U/mMtFZCkdPXqUZnXroktIKFUlSyNPT09GjhzJlClT+Prrr9mwYQMnT57k0fHjyQVQO2XnLqWnp5OcnFw4mCvDL4UGxl5zej0sXw7//ac88OOPyv/NLYXuhmAuISGB06dP332KJSgzc2vW0MLQ0HLVqlW89NJLHD58mB49eoBeT6CnJ8nGn0eN03t68kF4OJ369CmXiytjMHfE1VVplqulC7ayMgZzBhs2bECn09GnqPVCRdBPncosKkcwl5iYCBhKluv16gVzAHl5+BpKuauWapmXBz4+nDNcdGhyZu5G/fvD3Lnw559KtcXISIKCgqhbt26RqZYREREkJSVdD+a+/RYSEmjatGlBhkKxVq1SiqAYWiJERERoK8USYPt2XOfMwcnWtkTtCYzFT275HXJjjzmD2bNnM3ToUF577TWWL19e7D612mPOqEaNGuTl5SlFXYqw++JuZvw7o1yP6ePiQ0hkCJl7M/noo4/Kdd+iatJ8MHfoxAn0HTvCzbMplcy5c+fobFzIXYpKlnfiVr06sUCu8UvZTBhTtwrSLJ2dwdGx1Psbfu0aS8+eJe/hh2HECOUXP4AxzcHcgrmHH4affgIXl9KvlwPl/bu54ZeQwNSpUwkNDeXTTz9VKojq9ZCby6+hoQy4i35FaoqcP5+6V66US4olgLOzM66uruzW65VZXENK1o1efvllvrm5obA5uKnH3N9//03btm1LnC7m5+eHDRBpbrPaRYg3pGBXr15dWUPYp4/SRsDU8vOhRg06/KWURlctmLO0hLAwfvPzw9ramro3ta/QHJ0Oxo9XZugiI6F9e3SHDzNw4EA2b96sFO24wU5DZeOOHTvChg3w9NOwbBlNmzYlKyvr9v0TH35YuQkyezbZ2dnaaktgZOg1165uXY4fP37Hp+/evZuaNWvi4+NT+AFjiuoN2y0sLPjhhx/o3r07Tz75JJs3by5yn+YwMwdFNw4H2HR2E9P+mcaRuPKp2BuXGsfRE0dZ8OUCxjw9ptwKYIiqTfPBXGJiIldWry51OXpzERUVRTNjwFoRwZybGzFA7sWL5b7vilSox1y/fsoi6zII8PSkE8Dvv8OsWUoTaCj4pWd2wZy/Pzz0EKD8IrawsKBt27Z3vx+dDlq1wuLQId599126du16/bHvv4c+fci1tMQtJeWOPZu0wOWdd3gN6NmzZ7nt09fXlwuRkcrs9o1Ng1FK+X/66af8aJzhNRfJyUqlYEMwd/XqVXbv3l3iFEsA2+hoUoEaWyum6pspJSQkAIaZOVtbpdz6iBGmH4iFBdSti7uhkqXaFS1PnTpF/fr1S967Um19+8KuXUqvtdOnGThwIOnp6fzzzz+FnrZr1y5cXFxo1KCBUvE5IACefZamTZsC3L56r42NciNk/HjttSUwMvxe69uiBf/88w/pd1gTvmfPnqLT9KOilOyNm1p22Nra8vvvvxMYGMjIkSOL3L8xmPMy3qzWGGMwF3/zWnqD59o+RzXranyy65NyOd4Lf71A5x86Y2tny7vvvlsu+xRC88Ec3OELtRLIysri8uXL1De2DShDmmVx3N3diQazS1ctFMwNGACvvlqm/TV+8022eHrSzdaWqOHDr7dqcHSE9etL3ZBcNatWFazz2717N02aNCl9H6jWrZXqfTf2Irx2TSnFnZNDorc33no9lw1pRZqVl4djfDyJrq7lurDc19eX5LNnlTTfJUsKPbZixQoAIs0kDbWAs7Pyb/ycUj568+bN5OXl3VUwh48Pep0OR3N770UoNDOntmbNsDekUas2M/f119C2LRdOntTuerniNGqkfJ89+CA9evTA3t7+llTLXbt20aFDByyWLFGe+/77YGtLUFAQUPKem8ZKlpqbmTOkCPdt2ZKMjIyCliNFSUpK4tSpU7eulwOlsMnYsUWml7u6uvLll18SExPDl19+ecvjly5dwt3dHXt7+9K/jwp0p5k5j2oejGo5imWHlxGTUrabKqcTT/Pr8V9J2ZvCG5PfoKZaKdyi0jGLYM5m7ly4caagkrlomC2LHTJEKURhWCdRntzd3XkS2FfEl62WGe9I16pVCyIiIC2tTPuzaNgQ/127OKzT8cwzz1yvEqfTKTN/N6eXaFlWltLAeuVK9Hp9wV3VUuvUCdq1A8PsBABvv61UMps3j7w6dfAFzRdByYuKwjo/n2qGu+vlxdfXlyPR0cqsyU0zuMY1I1FRUeZXot/ZuSBtdMOGDTg7O9/deWRlRaybG7WKuRgyJ4Vm5lavVopbqJU+2rQpFjEx+Do6qhfMHT6M/vRpjpw5o/31ckWxsID8fOyXLePhLl1Yu3Ztwc9namoqR44coVvr1kqfzo4dC7IcHBwcCAgIKHEwZywuotWZuWY1a+Lq6srq1auLfeq+ffuAYtL0hw2DT4qfmQoODqZv3768//77JN9UHErLPebgzsEcwISOE8jNz2Xennkl2ufF5ItF/h74OOxj9Hl6akXW4uWXXy7dgIUoguaDORcXF65dvKj0QrpxxqASiTKsY/OuVw8aNqyQ4gru7u5cBRLK0HRbDbGxsVhYWFDD3R2CguC998q8T39/f95//302bNjA4sWLrz8QGqpUtDQX584p69nq1SM8PJykpKSyBXNDhiilto2VtY4dUxrBjhkDrVtj6e+PN3BJ46m6pw13n72Dg8t1v35+fiRcvUp+jRpKXz6DY8eO8d9//9GoUaOCWXazsW4dTJ4MOTno9Xo2bNhAr169sLa2vqvdJPv40CA7+45pXFpnnJnz8PBQshiM63TVYLgZ0c3NTb00y9OnyfLxITsnxzyDOVDWe73wAm9dvcq5c+c4efIkoAQv+fn5dG7SRJl5+vjjQr97mzZtWuKsoIiICFxcXLTVlgCUNX3XrmE1ahT33Xcff/75J7m5uUU+1bjmusg0/ZSUOx5q5syZJCQk8NlnnxXaruUec1CyYK6+e31Gtx6NR7Xi/33/PvM30xZOo27DujSb24wBywZw4dr1dhiX0y6z6MAi9If0fDD1A6pVq1Z+b0JUeZoP5ho3bsyJa9euVxarhIz9b1qsXVthwYSbmxvNgAbz5pnV5xgbG4unpyeWCQlKZbVy+qUwbtw4goODmThxYsHMKB9/DG++WS77NwljJcv69QsWn3fv3r3s+zXeUZw1S7mQ/d//ALB++GEmAtEaL6JzdtMmAJoV0US4LAp6zfXqpaS3Gi5+li9fjoWFBa+88gpgZqmW69crDcOtrAgPDycqKuruUiwN8ho1whc4b6wOa6YSEhKwt7dXLrQuX1Yu7g0XeybXpg3MmIG+Th31ZubOnCHRzQ0wg0qWxfHzgzfeoMG+ffSCglRLY/GTlgMGKNUvO3cu9LImTZpw6tQpsrOz73iI06dP06BBA221JQBlGYGzM+h0hISEkJCQwI5i+tju2bOHRo0a3VouPTtb6TE34/YVHdu1a8fgwYOZPXt2QVVY0H4wZ2tri5OT022DOYCvB33NxE5F1244m3SWR356hPcPvU90ZDRX/7zK36f+JmheEAv3L0Sv17P04FJy8nNofLUxjz32WEW8FVGFmUUwd8AYfGg8vau0Lly4gA7wmD8fKqiIgLu7O95A402brjeaNgMxMTHl1pbgRhYWFnz77bdkZ2fz7LPPKikRNWuaVaB7YzC3ceNG/Pz8yr5mY/RoJd0UYMECpSqcYf2Q23338Y2VFRc03hz666QkHgkIoHrr1uW6X2Mwd+DBB6F2bfjgA/R6PcuXL6dPnz60a9cOuD7TbhbOn1fW6Op0bNiwAaBUwZzlgAG8Dpw/d658x2diCQkJhXvMeXgUNFM3OU9PJf0vIECdmbmcHDh/nou2toCGe8yVxKRJUK8e39ja8veffwLKerm3atbEvZiS9E2bNiU3N7dEJf0jIiK0t17O6IMPYOFC+vXrV1Cw5GZ6vZ7du3cXvV4uOlq5wVeCpt/vvvsuKSkpBeX2c3JyiIuL02zDcKPiGoffLC8/jzXha8jLv14ELCMngwdXPUhWdhY5K3JY88cavh79NY5LHEk/nc4za56h9/e9Sd6WDAtg3jvzsLDQ/KW3MDOaP6OaNGnCcWMOdiUN5qKiomjs5oYuM7NCKlmCUlo9zvgFonJltLsRGxurVMEyzp6V4x2+evXqMWvWLNatW8cPP/ygBHNXrigzgObgzBlwdibXxYUtW7bQt2/fst8ZtrNTbihkZCjtQG5I27TIy6Nn9eqkGINIDcrPz2fjrl3U6N+/3C/CjcHc2fh4pYz58uXs3LmT8+fPM2LEiIJiK2Y1M3dDW4Kff/6ZwMBA/EtRgMlr4EA+AsLNKcW0CPHx8ddT5dTsMWeUkEA7S0uio6Mrdi3myZPKOf3DDzB7tpJynpoKgwez38oKNzc3bRSFKS07O/j8c/yzsmi/fTtXr17l6vbtvHP5Mswreh1UiSpaQkFbAs2tlzP65Rf49VecnJzo06cPq1evvuVcioqK4vLly0Wn6RfRY644zZo149FHH2Xu3LnExcURGxuLXq/X9MwcFB/MRUdHF1o3uSZ8DYNWDOKPU38AShA8du1YDsUewnGDI50adeKee+5hzJgxnN57mid0T8Aa2PXPLj6e9TGD2g0q1wrLQhhpPphr3LgxF4Ck1q2htFX6NO7ChQu0M/6irKBgTqfTkebiovzFjBqHx8bGVsjMnNH48ePp2rUrEyZM4JqtrdLf6cYCIFo2fTr88w979u4lOTmZe+65p+z7bNUKcnOhWrVb10kkJfF3bCwNNZxKFx0dzYi0NO6tgDufXl5eWFlZKcFa48ZgZ8fP331HA1tbBg8ejKurK87OzuYTzOn1BcHcvn372LZtG88++2ypduXu7k6goyMphiIK5iohIeF6MNe5s7KOVE1vvcVzP/9MZmYmV29qh1EaRQYmYWHKeuR774UnnlBK9K9fD25u8NNP/JSVRcOGDbWXQni3+vfn0tCh7MnP5+uvv2ZSYiI5dnbK7GcRGjZsiKWl5R2LoBjbEmh2Zs7Ts6CxeUhICOfOnePIkcI904zr5YqcmTP2mCtBMAfwzjvvkJWVxaxZszTfMNzoxmDuypUrfPXVV/To0QNvb29atmxZ8PkMDByIv6s/s3fOBmBtxFq+/+977nO8jythV5g+fXrBz0mNGjVY/O1its3ZRr399cjOyubDDz9U5w2KSs8sgrkEYOXo0VAeF6sadOHCBZobG2FXQFsCI72HB7k6ndkEc/n5+cTFxSnBXI8eSjGOcr5Tbky3zMzM5KvfflM2mkuqZfXq0KoVf//9Nzqdjt69e5d9n8bUxObNb715UqMG2RYW2BfTj0cLwsPDmQG0qoBUYktLS7y9vQvSKHOysxmxeDFrHRxwNvSI9PX1NZ80y2vXlDU1/v58/PHHODs7M3r06FLtSqfT8XN+PoPWry/2Od9++y1PPPFEaUdrEvHx8ddnoF59FdTuA9W0KXYZGdSGYtc6lVRoaChNmzblN+P3nNFff4G9vTIbFxGh9B40rJMF5WfKbNfL3aTmsmXsc3Nj98yZDADin3tOSaUtgq2tLQ0aNLhjMGdsS6DZmbkbgrlBgwah0+luSbXcs2cPtra2NG/e/NbXG7/PSljpuUGDBjz55JPMnz+fXbt2AeYRzJ09e5Z+/frh5eXF2LFjiYuLY9q0adSpU4fHHnuM1NRUrCysmNBxAmEXwth1cRcDGgxg8f2LOTLvCO3bt6dv37637Ltr164cOHCAyMhIGjVqpMK7E1WB5oM5b29vnJycOH78uNpDqTAXLlzA395eWWxfjn2xbubm4UGCrW2JKlNpQUJCArm5uUqaZZMm8MILSqnpctagQQOmT5/O+wcOcHb1ajCHtSG5uTBzJvz3Hxs3bqRt27a4l0dLi5Yt4Ztvil67qdNxzckJl5tKT2vJucOH8QQci7ooKQc3BmubNm/m49xcGiQmKjcaUCpems3MnKsrXL1K1P3389NPPzFmzBicy1C58bKnJ3WKmT3Kz8/n3XffZenSpWRmZpb6GBWt0MycFtKtDal+A7y9GTp06G37hN2JsWH2F198UfiBd9+F48ehWzeoX1+5iWOYXUhNTeXSpUvmvV7uBlZWVgy65x5+SUkhD6h5h6IeJaloaWxLoPmZOb2eWrVq0alTp1uCud27d9OqVStsbGxufX2XLkoWyF1UX5w2bRoAb7/9NoDm18zVrVuX5ORkIiIieP311zl06BDHjx/n7bffZsmSJZw5c4YJEyYA8FSrpwCYsH4CFjoL8g/mE3k+kmnTphU7e21tba3clBaigmg+mNPpdDRu3JgHf/wR7r9f7eGUu+TkZK5du0Z4SIiyRsHOrsKO5ebmxv1NmhRceGpdoYbhe/cqKWEV5N577+UqsC8zEwwL/jUtKgqmTiV92zZ2795d5B3BUtHp4Omni+11mF6jBrVzc2/pJaQVifv3A+DUokWF7P/GYG7ZsmWsd3Ul/957YcoUOHfOvII5AJ2Ozwxrhl588cUy7Srd358aeXnkFzGz/c8//xAZGUl+fn7Bxa/W5OXlkZSUpMzMZWSAjQ3MmaPuoAzB3CdPP02DBg0YNGgQfxoKeNytsLAwQGkMX6ioh06nlLAvgvF5lWVmDqDfgAEsAF5p0QIrw4x6cZo0acLp06fJyMgo9jmnT5/GxcVFu2sKPT2V32mGm7ghISEcPHiw4HssNzeX/fv3F9/WJjhY6Td6F3x9fXnmmWe4evUq1tbWBeX/terVV1/l+PHjnDlzhvfee48WLVoUBGbBwcFMnjyZRYsW8dtvv+Fo48j07tMJTwgnJSOF//3vf7Rp04YBAwao/C5EVab5YA6UVMvU5GQlBaSSMbYl8PHxuas7X6Xh7u5OQjmsuzCVQsHciBHwxhsVdqxGjRphrdNRbfFiZQ2J1hlSe/Zfu0ZeXl75rJcrgbzatfFBu43Dsw09pCzq1auQ/fv6+nLx4kWSk5P5/fffeXjoUCy+/lqZMX7mGXx9fEhKSiLFHGa/ly0jZ+hQvv36a4YOHVpQ4KW0dM2aAZAQGnrLY4sXLy6o4Gbs86U1SUlJ6PV6ZWYuLk5ZP6tWjzkjDw/w8sLp/Hm2bt1K8+bNGTJkCD///PNd7SY/P59du3YREhKClZUVCxYsUB54/XUwzDgU5ZShYXqlCubuu4/x1tY4DRp0x+c2bdoUvV7PiRMnin1ORESENtsSGL38spI6aziXBw8eDFDQQPzYsWNkZGQUvV4OlN81pehPO2XKFOzt7fHy8tJ89cZq1aoRFBRU7L/h22+/TZs2bRg9ejTR0dFM7z6d8xPO8+uqXzl79uxtZ+WEMAVt/4QZNG7cmDNZWeRrvFlxaVy4cAEHoN+8efDvvxV6LHd3d4JjY+Hxxyv0OOXFWI67Vs2aSjVLb+8KO5adnR0BDRrQ7++/wfBLTtMMTavXhYfj4OBAp06dTHLYa8OH8yzaDeZ0xlmxCiok5OfnR15eHl999RVpaWkMHz5cWUvywQeQnU19wx1os1g3t20buWvXcjU1taBHXlk4G87Bq9u3F9p+7do1fvnlFx577DF0Ot1tL4zVZGwYXr169evrZtWuZgnw7bfw6qu4u7uzadMm2rdvzyOPPMLSpUtLvIsTJ05w7do1hgwZwgMPPMB3331HRnIyLFoEt1kDGx4ejk6n024KYSl4eHiwf/9+Jk2adMfnlqSi5enTp7X9+dwUZAQGBhIUFFSQamks7lHszFzbtqW6kVqrVi0+/fRTxo4de9ev1RobGxuWLVtGZmYmTz75JHq9nmqW1fjf//5Hy5YtGVSCGwNCVCSzCOaaNGnCJcAiNdVs1nuVVFRUFO0B97AwSE+v0GO5u7tTOy0NliwBDa9bMTLOzHnZ2SlpTxUYzAE0bdaMeAuLgsXimnb6NNjb89P27fTo0aPotQ4VwLlPH/6C643WNSQnJ4fpiYnMevFFpRJfBTDOXs2ZMwdvb2+6deumPPDcc7B1K7UbNwbMoz1B/tmzhOfm0r17d9q0aVPm/Xm3a8cw4OBNP6erVq0iIyODcePG4efnp9mZuQRDFduCmTnQRjB3770F6ZYuLi5s2LCB7t278/jjj/PNN9+UaBfGFMtOnToxduxYEhMT2fHOO5CYCI88UuzrTp06hZ+fH3YVmP6vhmbNmuFoLDp2G/Xr18fGxqbYIijZ2dmcP39eu8VPQCl4Nnw4bNtWsGnw4MH8+++/JCYmsmfPHjw8PAgo6gZYcrJSKKmUs/bPPPMMkydPLu3INaVhw4bMmTOHjRs3MnfuXFauXElERITMyglNMItgrnHjxhTUXzSTSowldeHCBboYvwgqeHbFzc3t+udoBr3mYmNjcXBwwNGYGlrBwVyTJk2Izs0lzxzOsXPnyPbx4czZs+W3Xq4Eajs50R+4psEL8vPnz5Obl0ft1q1vuRtdXozBXGxsLMOGDbuePmRhARYW+BmCSHOYmUs9coRT2dnlMisH4OPry0+Wlhy+dq3Q9sWLFxMUFET79u0JCgrSbDBXaGbOeENHC8FcfDwsXVrQa9PR0ZG1a9fSr18/xowZw6FDh+64i7CwMKpXr079+vXp0aMHDRs2JGvJEqUIzm2+P06dOlWpUizvlpWVFY0aNSo2mDt//ry22xKA8l24YgXc8B5CQkLIy8tj3bp1Bc3CiwxIjG0JSljJsrIbM2YMISEhTJo0iSlTptCsWTNCQkLUHpYQ5hHM+fj4cMbOjt1BQWBtrfZwytWFCxfoaWurVGt0da3QY7m7u5tVMBcTE6OslzPOAlX0zFzTpsQBWWZwIc5PP7HimWcATLZeDsA+Pp51gKOh0IiWhIeH8x7QsQJnDW9cVzZixIjCD06bhlfz5tgae9FpmD4vD7u4OK65uTFw4MBy2ae1tTVdvLyos2mT0sMOZX3czp07GTVqFDqdjkaNGnHq1Cny8/PL5ZjlqdDMXKNGSvVcT0+VRwVkZcGoUfDRRwWb7O3tWbp0KRYWFre2GijCzp076dy5MzqdDp1Ox/OjR9P1yhUSu3cvtuCTXq+vVG0JSut2FS2NxXw0PTNnLMxyQ8ZJu3bt8PLyYsmSJRw7dqz49XJ30TC8KtDpdCxcuBB3d3eioqKYNm2a5tcDiqrBLM5CCwsL8po14606dSpsLYxaLkRG0jYnR2lQW8EKBXNmMPsUGxurtCVo2xZ++01p1FyBjMGc3hz6zFla8ufOnXh7e5u2d43hDq2lBtfMRZw6xcuAjyE9tyI4Ojri7u5O48aNb+3J5O2NLieHtrVraz6Y2/nXX4Tr9dS/775yvRh5yMGBsbt3F3y/fPfdd1haWjJy5EhAKTSUnp5eUPhJSwrNzHXtqlT91UJ6YZ06SprcokVKWqSBh4cHHTt2ZN26dbd9eXx8PKdOnSq0rvaxwYNZZmnJd4aguygXL14kNTW10rQlKK0mTZoQGRlZZAVfzbclAOUGuLt7oWDOwsKCkJAQ/v77b/R6/Z2DOZmZK1CjRg1+/fVXJk2axJAhQ9QejhCAmQRzoKRaHjt6FLKz1R5KuUqJjOSSmxv07FnhxzKmWWa5u5vF5xgbG6vMzHl6wuDBFV5Zrn79+kyxtuYjw4WnZsXFkf/MM8Rt2MA999xj2nx9JydSrayw02Dj8LhDh7AD7Cs46J8xYwaffPLJrZ+7oYJmOzc3zadZfrBwIT08POjw1Vflut8s4wzF0aPk5ubyww8/0L9//4IeS8YbD1pMtUxISMDGxgYHBwdIStLWd+Srr0JaGtz07zVgwAD27dtXsL64KMbGzZ1vuGHoVr8+ex57jOlbthRZeTU1NZXhw4djaWlJ165dy+lNmCdjEZSiet1qvi2BUc2asH9/od6JN6YHFhvMBQfDvHng5VXRIzQrnTp14v3335dZOaEZZnMmNm7cmP2xsWSOH6/2UMqNXq/ncHQ0i554AoYNq/Djubu7kwD89sUXyp1ejStIswwNVf6rYNbW1tQICmKvoey/Zp04gcXChdimppp0vZzRVScnXDXYZy7DkAqlq6C2BEbjxo2jX79+tz5gOG6zatU0PTMXHh7On3/+ybhx46hWzu1QbFu3BiBz3z42btxITEwMo0aNKng8KCgI0G4wV716dSVIHzIEevVSe0jXNWsG/frB3LlK2qWBMUX2r7/+KvalO3fuxMrKirZt2yob0tNh2zbGPvssqampLFu2rNDzU1NT6d+/Pzt37mT58uW0qKCejebCGMz99ddfnDt3jqwbPv+IiAjq16+v/QIYo0YpM7yWlsrf9Xp69uyJk5MTAQEBxQejQUHw/PNgZWW6sQoh7lqpgrmcnBxeeeUVHn30UYYPH86ZM2eIjIxk2LBhDB8+nOnTpxesiVi1ahVDhgxh6NChbN26FYDMzEzGjx/P8OHDGTNmDIk3pI4Up0mTJiQBaYa+NzfKz89n4sSJJVo7oCVXrlwhOyurzP2dSsrd0Ai6JJ+32jIyMrh27ZqSZjljhtIPyQTu8fVlwPbtoME0wgKGYPMM0KdPH5MfPr16dTyzssjJyTH5sW/H4vx55Q/+/uoMwMcHrK1pYGFBdHS05j4fo3nz5vGSpSVvbdpU6E59efBq1owYIH3vXhYvXoyfmxuDXF2Vu/tjxlB9wQLc3d012Z4gPj5eWS8HSjVLLRQ/udFrrykX5Dd8N7Vo0YI6deqwdu3aYl8WFhZGy5Ytrwfu69ZBcDDtMzNp2bIlX331FXpDuuXNgdzQoUMr9C2Zg7p16+Lh4cG7775LQEAAdnZ2eHp60rp1a3bs2KHt9XJGr70Gq1Ypfw4Ph8aNsf3zT2bOmHH7Fg27d8PZs6YZoxCi1Ep1u+Xff/8lNzeXlStXsmPHDj799FNycnKYMGECHTp0YNq0aWzevJmWLVuyZMkSfvnlF7Kyshg+fDhdunRhxYoVBAYGMn78eNauXcuXX37JW2+9ddtjNm7cmDOARxFrLT744APmzJnDuXPneOCBB0rzllRx4cIFDgM2W7fCiy9W+PHcDJX2Wq5YASdOKGtCNCrOsG6toABKkyYmOW5rT0+GJyeTdugQDnXqmOSYd+3MGXJ0Oqq3bKlKes/R4cOZ9s47rIuJMdmNiDtJT08nLzGRHGtrrP381BmEpSW8+y6pV66Qv2MHly5dom7duuqM5Tb27dvHtOrVsYmMvH6nvpwEBARwFGjx33+sjo5mXdOmWPfurTxoaYnO0pLGbdpoemYOUIK5Hj1UHc8tevWCffsKVWrV6XQMGDCAlStXkp2dfUuLktzcXPbs2cPo0aOvb/zxR6hZE11wMGPHjuXZZ59l165dNGvWjAEDBrBz506WLVsmgZyBhYUFhw8f5ujRo1y6dImLFy8W/N/CwoKHHnpI7SGWjPFn/do15c8PP8yLnTvfkrpbyPDh0KEDLF9umjEKIUqlVDNz/v7+5OXlkZ+fT2pqKlZWVoUqIgUHBxMWFsbhw4dp1aoVNjY2ODk54evry8mTJ9m/f39Bf6bg4GB27tx5x2P6+fkRZ2mJzZUrhbZv3bq1IBDUcmpTUeKOHKEpYG+iC2LjehDH2FjYssUkxywt4xqQWrVqKXeiK7iSpVHtVq0AuHTwoEmOVxo5J09yVq+nT1GpfiZg36EDx9BW4/AzZ84wF/j1++/BRD33ijR5Mtb9+wPa/T46f/48daFCZjDr1avHc8B9KD246rzxBqxdq9yQWbgQ6tWjTUCAJoO5gpm5nByl0IjWZuZ0OuW/xERldsVg4MCBpKSksP2mZu0Ahw8fJj09/fp6uZQUWLMGHn4YLC0ZPnw4Tk5OfPzxxwwYMICwsDCWLVvGI7fpPVcV1a5dm759+zJq1CimTp3KV199xZo1a9i3bx8PPvig2sO7O+3awaFDys9jRAQMHVpQfbaQ/HylNYFGbtgJIYpXqmCuWrVqXLp0if79+zN16lRGjhyJXq8vyBt3cHAgJSWF1NRUnJycCl7n4OBAampqoe3G595xoBYWZNWogVNqqvIlA0RHR/Poo4/SsGFDRowYofmiAzfL37EDAEcTlpZ3d3fnipWV5qtZxhhaJ9R2dFQuQEwUzPl37AhAfDGlqLUg8eJFTmHalgQ38rOyYgxwRUOfUbjh4jbQlJU9i5KeTgPDmhotBnNZWVnKWtSMjAoJ5lxcXLjq7s7e8+dp2bIljR56CAYMUNIDR42C48fxbtmSuLg4kpKSyv34ZZGQkKAEc8YbhlpoS3AzvR66dYMxYwo29e7dGxsbmyJTLW9sFg7An39CZmZBo3BHR0dGjhzJL7/8wo4dOySQqyqsrGD0aHj/fTh5EvbsufU5ly8rNzakkqUQmleqNMvvvvuOrl278sorrxATE8MTTzxRaH1IWloazs7OODo6kpaWVmi7k5NToe3G5xbnxrUV5/z9+Twlhf6HD5NtYcGoUaNISUnhm2++YcuWLSQkJLB///5yX9RfUSx27SIbiK1Th1gTrSGpVq0a57Ky4OpVTh48iF4LpbeLYGyEm2tYB3VJpyP5Lj+jzMzMu16bk29rSy5w5ehRTa7rAZgZGMivR46wy8NDlTHqIyL4Gvhm82ZOdOli8uMXZfv27awCXFev5kQ5ntN3ew65f/89fh98gDtKOmO7du3KbSzl4fz581gBzsnJXHFyIr4Czp86deqQmJhI//79i/zsHBwcAFi/fj0tW7Ys9+OXRn5+fkGfuVORkbhNnEiqlxdZZfx8SvMddCfugwZR84MPOPfjj2Qa2mO0a9eO33//vXA6JcpnXLNmTVJTUzlx4gS1ly2jWs2anHZzU1LtUWb21qxZw4svvkjz5s01+71XVVXEOWSka94cu6VLyXByKjgfjOwOH8YfuKDTkSrnhNmqyPNHaEepgjlnZ2esDc27XVxcyM3NpXHjxuzevZsOHToQGhpKx44dad68OZ9++ilZWVlkZ2dz5swZAgMDad26Nf/++y/NmzcnNDSUNm3aFHssY/UzAIf772fizp085e/PzJkzOXDgAMuWLWOQtzctQ0O5ghKs3PgaLdPFxnLM1pZWhtQ+U/Dy8uKyYVaukYuLpvv26XQ6Wg4ZAk2aUMfPjzp3uT7sxIkTpToX4q2tsUhK0ux5tH//fnr07KlalTm9IY3RSUOfUXp8PA+D0lOpHMd01+eQIZ2tvbs7GRkZmvl8jC5duoQTcLV9e2r07UuNChhfkyZNOHnyJBMnTiy8plOvh759qd6+PeNQLjK08vkkJSWRn59Pw4YNadipE3TqRHnMy5X2O+i2pkyBr77C/5dfCmbYhg4dyksvvYStrS0BN3ynHz16lODgYBob23X89hucPUvQDTPYQUFBmpxFFooKOYduZKxyejND5oVP587l+p0qTKvCzx9hMvv37y/2sVKlWT755JMcO3aM4cOH88QTT/Dyyy8zbdo0Pv/8cx555BFycnLo168fNWrUYOTIkYWeZ2try7Bhw4iIiGDYsGH8+OOPvPDCCyU6bpPGjfEAZk+fzuzZsxk3bhzDhw+HFSvwOXCAR8CsUi3/cnLibxNX3nN3d+dUdraSN5+ZadJj342YmBhq1KiBlaMjtGkDJiz0MeXRRxmTm2uy492NmLVr+fjUKR5VsVy4ztubfLTVODzdmPKp9s0JQ3uCtm5umrxAPn/+PElAyo8/Kr0bK8CUKVP46aefbi3Oo9PB6dN4nDuHjY2NptbNFWoYHh8P584VpPNrjpMTPPcc/PJLQaXBAQMGABRKtYyOjiYyMlJJsczKUqrg2tiA2qnIQlsyM2HcOFi6tPD2bt1g9Wowh2qdQlRxpZqZc3Bw4LPPPrtl+9KbvwxQ7hjeXBXL3t6euXPn3vVxm7m7Ew88/9lnfOTry4uDBikPTJ1K5o4d1A0LY6cGL6CK80lODr0MhWBMxd3dnbVZWUXnyGtIbGys0pbg33/hzBl46imTHbthy5bELVnClStXqFGjhsmOWxKxf/3FQOBQhw7qDcLWliQbG+xuKkakpvwzZ5Q/qB3MGW7ONLazY5UGv4siIyOxtLSkTgVWam3atGlBb65b1KuHxblzBAYGair1x5hi6eHhobRRePddZa2uISVUc158EebMgb/+guefp379+gQGBrJ27VrGG3qxGguLdW7fXuljGhqqFE4xtKgRAgBbW9i2TamU+thj17fXrAn336/euIQQJWY2TcMBfNq1Iw+YA7waFYXNn38qDzg5YdO6NX5AlAYvoIqSGx5OzqVL+Jh4cbGbm5vmCg8UJTY2VqlkuWwZvPmmSY/d58oVPgGOaajAh1HOf/+RDvirXDb9qqMjLhppHJ6UlISHcSxqB3PVqoGXF/VQsgT0RVWJU9H58+eZ7eiIVePG6sw8BQTA2bM0atRIuzNzu3ZB06baDeQAateG8+eVhs4GAwcO5J9//ilYjx4WFoadjQ1tv/5aSa+cOlUCOXErnU4phrJ3L/z33/XtmzaBoUibEELbzCqYs7S1Jdnbm/w6deD335U7qAYWDRpwzdKSOOMdeo3LnjCBHXq9yft0ubu7k5mZSV6nTjBrlkmPfTcKgrmLF01WydIoICmJZ4GjR46Y9LglYXvuHGetrHAx9AxUy48PPsjQvDxNBCsRERHkAcl+fiZNxy3W3Lmc79uXzMxMrmho9hKUmbmmtraQmwsWKnz9BwTA5cs0Dwjg7NmzZBkqf6qtYGbOzU0J5ozVH7XMy0v5/1dfwbhxhAQHk5WVxebNmwHYGRbGdx4eWP7wA0yfDi+9pOJghaY99piSgrto0fVtb76pzFALITTPrII5ALfwcOzOn4eQkELNU3nxRUZ07ky4oaS9pun1WO3ZQxiYfGbO3XBnVn/pEhw/btJjl5Rer7+eZqlCMOcQEEA1IEKDveZqXLlCnIeH2sPAoUkTYrOzSUxMVHsohIeH8yVw6a+/Cn8nqOWhh7Dt3h3QXnuC8+fP0yQzU5l5UkPLltC3L019fcnLy+OMRm6+GYM5z4QEpamysS+bObh0CRYsIHjMGJ6zs2PdmjVkZmbSaO9eHomJUVIyp09Xe5RCyzw8YMgQZd2ccS19VJT0mBPCTJhdMIe9vdIjpQi+vr6au3gq0rlz2CQksAPTB3NuhhmdLA8PzfaaS0xMJCcnR7WZOV2tWgDE3phyogH63FxO5+WRpIEF6UG5ubwLxJw6pfZQiIiIwMLColAVP1VdvkyzqChs0FZBppycHLIuXsQrORnUailx772wYQN+hpkvraybi4+Px8rKCsfDh5UN5jAzZzRjBuzfj65BA+ZnZvL0999zYtUqlufl8d/o0craOi3c5BDa9txzSgPx1FSlYE5cnARzQpgJ8wvmipOZydRdu+geFUVeXp7ao7k9QyPXMFAlzRIg3cUFNDqLGRsbC0AdV1dISjJ5MEfNmgBcPXVKE2mERtFxcXTPyyPu0UfVHgp+mZlMBZIOHFB7KISfOsVRKytsv/9e7aEoNm0i4MUXqYe2ZuYuXrxIR+P5rHJ/wMDAQADNrJszNgzXDRoEy5ebXwW/li1h+3a2jRqFX3Y2G5YuJQuoOWOGOum0wvx0766k7FavrtxEBQnmhDATpapmqUm2tvhfukRrvZ7o6GiTz3jdlbAwMmxsuGBre9uG6RXBGMwlOzpSw9CYW2tiDEFmDT8/5e5gMTOxFaZmTbLs7SEtjUuXLuFt6mCyGMZZDC30jHExpOmla+BiPOH4cYKysyEnR+2hKAztCZra2WkqmDt//jzRQPSAAdQurreUKbRti2NwMD4+PpoJ5uLj45VKll5eSuVHc2RhQf3//Q//xYvJ3LyZgIAAJbtBiJLS65U1o8b0Zy1fRwkhClSeW3Y6HVm1alEXbaU2FemVV/iodWvqqHDXy5hmebFWLejVSymEoDHGmTmv2rXB09P0FdhatmT3+vX8jbYqWjp+8gn7gEaGWQ01eRga3eeeO6fqOPR6PfmnTyt/0UqapSGYa+3qqqnvosjISPYBGXPngp2degPJz4dTpwgKCtJMmmVCQgJ1XVxg/nzNZiyUhJeXF41atyY/P1/pLyfE3YiNha5d4cAB5b927dQekRCiBCpPMAdQty510VZqU5Hq1WN1drbJUyzh+szcvqAg+PVX0896lUBBmmVkJLz9ttLvycSaNGkCwNGjR01+7OLYnTyJo4UFXhXYI6ykrL29yQZ0KjcOj42NpVZGhvIXrQRzHh7g7EwTW1tNfRddOHOGIMBH7ZnmgAA4c6agPYEWUpnj4+PpDErz5PBwtYdTJgMHDgSgszkVcRHa4OUF/fvDjz9Cs2ZKg3ohhOZVqmDOtlEjZWZOQxdQtzh6FL79loTISFVSQZ2cnLC0tNREFcLixMTEYG9vT7U9e+Cdd1QJOD2mTGGqk5Omgjn3uDiiXVzQaaGYgYUFV2xssFG59H5ERAQFIZyfn5pDuU6ng3r1CMjP11QwZ7F/P8cBmw0b1B1IQACcO0ejwEDSDKnMaktISKBVRgZYWoKaKajlYPjw4QQGBtK/f3+1hyLM0ejRSnG0J55QeyRCiBKqVMGcTdu2HLeyIvrsWbWHUryff0Y/ZgyJCQmqBHM6nQ53d3cszp1TCn2sWmXyMdyJsS2B7tIlZZbD3t70g9i2jXvs7LQTzGVnUzs9nVQNrWF4pU8fJqrchDg8PJxLQNq996qbOnizr75ix8MPk5iYSGpqqtqjAaC6sfJox47qDiQgALKzaenpCahfBEWv1xMfH0/DxERo0ULbzcJLoFGjRpw6dQp/f3+1hyLMkWFml+XL1R2HEKLEKlUwx9NP83yzZpzRaMl9AHbtIrtBA1IwfSVLIzc3N6IzM+HyZaVHkcao2TC8QM2a1LG25tixY+Tn56szhhsk79+vVCvSQPETI3c/Py6p/LMWHh7OMltb7NasUXUct2jfHifDDI9W1s0FxMYS4+SkrENVU9u28PTT1DOkxaq9bi4lJQV9bi4+sbHm1V9OiIpgbQ2bNsGWLWqPRAhRQpUrmMMMes0dP06SIUBRq+Kmu7s7F1JSlJkMDQa+WgnmPHJzycjI4JzKRT4AzkZGsgxw6NZN7aEU6JqZyezERDJUnHkKDw+nXkAAlpaWqo2hSBcv0u7AATzQxhrevNxcWqanE62F2Zq2beGbb6jRujUuLi6qz8zFx8cTCNhkZ5tXfzkhKkrv3tCzp9qjEEKUUOUK5tLS+HL7dnqdPq2JRfW3SEuDCxeINrQjUDOYS0xKgtq1NRnMxcTE4OXlpcwcqhjMORqCFC2kWh7MyOAxwKdvX7WHUsA/L49RQJyx0bIKzp88yb7wcPjyS9XGUKRTp6g/ezbN0cbM3OXt26kBpLZoofZQFPn56NLTC4qgqCkhIYETwPrlyyEkRNWxCCGEEHercgVz1apRPTWVgKwsrl69qvZobmUooX7WxgZAtf5lbm5uSgEUDQZzWVlZJCUlKTNzUVEwZ446AwkIAF9frNBGMHf2v/+wsbbW1DoYO0OLhESV+hXm5eWRf/Ys9nl5YOJ+jXdkaE8QaGGhiZm5s1lZhIBSqU4LGjeGZ5/VRHuC+Ph4AFzq1jX79XJCCCGqnsoVzOl0ZHh6arfXXIsWEB/PP/b2eHp6YqdSwQZ3d3eSkpLggQegTx9VxlCcuLg4ACWYs7BQp/gJwIsvYnniBN5162oimBu1eDGr7e2x0lArCRdD+4Y0Y2ENE4uKisLb2ChcK20JjHx8wNqaFo6Omgjmzl25wh9Ardat1R6Kok4dOHuWRo0aERMTw7Vr11QbSkJCAt8Cfnv3qjYGIYQQorQqVzAH5Pv5abvXnIcHp2NiVEuxBCWYu3r1KnkvvQRTpqg2jqLEGBr2NsjMVEokq1yZtGnTpuoHc3l51ElJIbtmTXXHcZPqhsAg98wZVY4fHh5+vS2B1oI5S0uoW5cgGxtN3Fhy/+knGqNe0aVbBAQUBHMAp1S6IQCQce4cowBXFQNKIYQQorQqXTBnExio3Zm5uXNh3jwuXLigajDn5uYGoKSiZmWBBqo1GhkbhvtcuwaLFkF2tjoDOX0aunXjficnTp06RY5xBkgFWadOYavXk9+woWpjKIqzjw+XdTrSVepZGB4ejj+gt7NT2mxoTb161NVCr7n4eAb88QfDHB2xV2um+2YBARAXR5AhuFRz3ZyDYc2nnRR8EEIIYYYqXTBn37s3GywsuKSBCoS3WLwY/V9/ERUVpeodcndDb7CcpUuVipaGtXxaYAzmPNLTlQ116qgzEGtr2L6dFo6O5OTkEBYWps44gBhDiehqWmtmrNPRPTCQxbVrq3L48PBwjtrZwfjxSqNurVm4kGVPPcWlS5dUvRmA4dy9oKEehcaZVH/A2traNOvmiimKVeP0abIBC639fAkhhBAlUOmCOYvhw3krIICzFy+qPZTC8vPh1Cmy6tYlNTVV9TRLgKvG9VeG1EYtiI6ORqfT4XjtGri4gJOTOgMxzPS0rF2bGjVq8P7776szDuDa7t0A1NLgzEEdb28uqdSrMCIigiNNmqD78ENVjn9H3t7UbNiQ/Px8otUsNLRjB9lAmoZ6FNK2Lbz9NtbVq1O/fv2KnZl791149VXlmElJtzzsffEix+3stNV0XgghhCihShfMAfj5+XFB7dSmm128CBkZxFevDqjXlgCuB3NXrK2VDRqqaBkVFUXt2rWxjI5Wry0BKBd2zs7YJCby8ssvs379evbt26fKUA7Y2PA2UF+DMwePZGQw9b//VDl2+KlTtPbzK3bGRXUXLtBryxbqo+4aXv2OHRzQ6ahTv75qY7hFvXowfTr4+NCoUSOOHz9eMcdJTYUZM+DYMTh8GF54ofDjej0p+fn8Z/heFkIIIcxN5Qvmrl5l9bZt9Fa53PUtDHeeL1arBqhbiMC4Zi7O2GhZQ8FcZGQkfsYLdEN5d9XUrAlxcTz//PO4urry3nvvqTKMv9PT+b5uXaoZzh0t8beyYkBGBnnGtFgTiY+PJ/X8eb7+9Vf44guTHrvEkpMJWLGCdqgYzOXmoj98mO16vfJzpSVXrkBkJMHBwYSHh7NmzZryP8bOnZCbCxMmwLRpsHw5/PTT9cd1OsZ4e/OrVqp8CiGEEHep8gVzLi5Y6/W4JyeTlZWl9miui48He3tOGdb2aGFmLi4jA6pV01QwV7Ce8LffYPVqdQfTtSv4+eHs7Mz48eP57bffOHbsmGnHoNfD/v20aNDAtMctIZ3hpkSCiWfnNmzYQEHHPa0FKUaGdWH1ULEgk5UVe/74g/eAunXrqjOG4vTrB+PGMW7cOJo0acLYsWNJSUkp9e6OHz/OnJv7UoaGKpVFO3eGN96A9u1h7NjrqeV6PQkJCVSXmTkhhBBmqvIFczodaYZecxe1tG5u+HBITSX86lUsLS3x8vJSbSjGmbnEpCSYPBl69FBtLDfKz8/nwoUL2imf/u23YFiP9dJLL+Hg4MCsWbNMOoT8ixdZERHByNxckx63pIyNw5MMFQFNZd26dbQ0rqfUWlsCI3t7qF2bJnZ2qqZZno+NJQm0NzNnaE9gY2PDwoULuXTpElPK0Cplzpw5TJw4kfDw8OsbQ0OhdWtl7a2VFXz/PaSlwXffAaAfOZJ5MTF4eHiU8c0IIYQQ6qh8wRyQ5+2tzfYEFhZcuHiROnXqYGlMcVSBtbU1jo6OJCYmwtSpMGiQamO50eXLl8nOzqaRs7Ny1z40VO0hFfDw8OC5555jxYoVnDFhX7W4f/4BwLZVK5Md8244GxuHm3DGMi8vj/Xr19PHmIbr73/7F6ipXj0a2dhw2MTBboEpU6ixdCmg0WDu3DnIz6dTp048//zzzJs3j507d5Zqd8bX/fHHH8qG/Hy4dg2Cg68/qVEjOHhQuYkF6P/5h4z8fJmZE0IIYbYqZTBn1aCB9hqHDx4M337LyZMn8dfAxae7uztJSUmQmQkXLqg9HOB68N3A2hr+/htMvA7rFosWKRechl53r7zyCtbW1nzwwQcmG0Lijh0A1LjxglRDanbsyHEgxoSpunv27CExMZE2rq5Qq5aSKqxV9erhbWnJ/v37STf1+azXw8KFVIuIwMPDA0dHR9Me/04CApQ+l4aUx/fee486deowZswYsu+yv+TVq1cLUqBXG9OzLSzg0CG4+ee1USOllcW//2Jx6RJhIDNzQgghzFalDOYcHniAhcAFrfSaS0mB1atJP3eO/fv300MDaY3u7u7KzNzbbyuFRvLy1B5SQfDtY+wZpmY1S4CcHGXm4MoVALy8vHjqqaf47rvvTJbCm3P4MIlAvc6dTXK8u+VZuzZjOnbktePH0ZuoquS6deuwsLCgxnPPKUUttGz+fPYsWUJubi67DS0mTCYiAq5cYY+1tfbWy8H19NizZwFwcnLiyy+/5NixY3x4l+0mdu3aBUC3bt0ICwvjiuFnFlDWzN0sK6sgvXwnyMycEEIIs1UpgznrIUOYU6sW57WyZu7UKQAOZWaSn59P3759VR6Qsm4uMTERAgOVoEUDs5jGmTlP4115tYM5Q6854uIKNr3++uvk5+fz0UcfmWQI9ufOcdrKiuo1apjkeKXx1OjRnDxxgoMrV5rkeOvWraNLp044PfKIUsxCy+zs6NylCzqdju3bt5v22IZZ3U0ZGdpLsQRo1UqZ/b6hZcKgQYMYOnQoM2bMuKveczt37sTCwoL//e9/5Ofns3btWnj0UXjllaJfYGsLP/1EYosW/IfMzAkhhDBflTKYA2jk7c1lwx1f1RmCuQ3nz+Ps7Ez79u1VHtANaZaGAhbcWDRAJVFRUTg5OWEXHw8ODkrTcDUVEczVrVuXkSNHsnDhQi5fvlzhQ/isenWWN2pU4ccpi0ceeYQ51tY0fvxxZY1SBYqJicHhwAF+OnsWNm+u0GOVi5gYXF96iccDAti2bZtpj719O3o3N7ZER2tzZq5GDXjqKbipGNRnn31GtWrVeOaZZ8jPzy/RrsLCwmjRogVdu3bF29ubNb/9BmvWFKRIF+mhh9gwaRK5SDAnhBDCfFXOYC4+nq379tHe1GXki3PyJHpLS1bs2UOvXr2wsrJSe0TX0ywbNlQ2aCSY8/X1RefiopQSN6ZbqsUYzN0UtE2ePJnMzMxby6CXM71ez4/R0WRoNMXSyNHRkeT+/bHLzSXzq68q7kAXL5L+wAOEAm56vdI/TOtsbOCHHxhUqxY7d+4k15Rjtrcnq08f0jMztTkzB3D0KOzZU2hTrVq1mD17Ntu2beObb7654y7y8vLYtWsXnTt3RqfTcf/993NlwwalauUd1pomJCQAkmYphBDCfFXOYM7Dg2wrK5wTE022jue2HB1J79iRiKgoTaRYwvVgTu/hAa6umgnm/Pz8lHV8f/+t9nCU4hoDBoCnZ6HNDRs25OGHH+aLL77gWgXORCUcPEiXxESaaaBgzp3c88Yb7ACyPv5YqSJY3j7/HBo2xGfvXj5xdMT69Gml4qnWubuDiwvNHBxITU3lP1P245s3jyOvvQZosMec0Ysvwssv37L5qaeeokePHkyePPmOxVCOHj1KamoqnTp1AiAkJIT2xh6jdwjm4uPjgevtWoQQQghzUzmDOZ2OlOrV8cnLM0kq3B1NmsR3w4YBaCaYc3NzIzs7m4zMTPj0U2V9icoiIyO102MOlFTPtWuhf/9bHnr++edJSUlhy5YtFXb4xOXL+QNopmJPwpLq0KEDv9apg8uVK/DXX+V/AEtL8vv2pY29PScefRSdg0P5H6Mi6HTQrh31d+/GD0yXapmTA1wvKqTZmTlDr7mb6XQ6Jk6cSFJSEv8Y2nMUx9iSoLNhBrtHjx70srIixsXl+ux6MRISEnBzc9NEtoQQQghRGpUzmANy69TRVK+5v//+m4CAAOoZe2OpzN3dHUBJtXziCejaVdXxpKWlkZCQgJ+3NzRrBosXqzqeO+nQoQN2dnaEVmAvvMyDB0kD6mq0LcGNdDodvhMmcAm4+sUX5bdj482YsWMJfekljqalMXDgwPLbvyl89RUWwJ82NoT9+69pjjliBPTrx/nz5wGNB3OxsUW2IenTpw8ODg78/vvvt91FWFgYtWrVKph9tLGxIaVRIxbl5d1xzV18fLyslxNCCGHWKm0wZxkQgB8a6DV39iz6unWx2riRe+65R92x3KBQMJeUBFu2KOW6VXLB0Osu0MVFWUej4lgKCQmB++67ZbPtH3+wtVo1jlfgzJz1mTOE63T4aPVC/CYjnnySe62smHFDdcIy+e8/8PODX34BnY5169ZhbW1N7969y2f/plKvHvzwAzvbtePfsLCKT/3Oz1eKw9SuTWRkJC4uLri6ulbsMUvL2J6giDYy9vb23Hvvvaxevfq2QVlYWBidOnVCd8Ma29w33mBqaip7blqPd7OEhARZLyeEEMKsVdpgzvaxx3gbiDLcmVbNyZPoIiOJy8jQTIolXF8jkpiYqKxP6927oOqmGowzqP7W1soGtdsS3OjG2d30dHjmGRg6lI6JiVw8coTk5OQKOaxHXBwxrq5YWJjHj2n16tUJeuABvlu2jKzMzLLtLD8fnnsOnJygZ09AaUkQHByMk5NTOYzWxO6/H90TT3D58mVOV/S6uYMHITER+vTh/Pnz2l0vB7f0mrvZ4MGDiY6OZt++fUU+fvnyZc6cOVOQYglAbCwDevfGysrqegPxYsjMnBBCCHNnHleJpeA4aBDfOToSaZjxUY0hQArX6ejVq5e6Y7mBcWZOK+0JjDOoBSGcVoK5mjWvtyY4cgTatoWFC2HSJLasX89xvZ6wsLDyP25qKp6ZmaT6+JT/vivQ6NGj6ZSYSFa9enD1aul39PXXsGsXfPwxuLsTGRnJsWPHGDBgQLmN1dS6detGf8C7WzeoyEq7mzYp/+/dm8jISO2mWAI0aaLcTOrSpciHBw4ciKWlZbGpljevlwPghRdw7dGD7t273zGYk5k5IYQQ5q7SBnO6vDx61qrFtYgIdQdy8iRXrayo37GjplKdCqVZNmigbFQxmIuKisLCwgL3tDRlg5aCufh4yMtTgrikJOXi8/336dC1K7UsLdF/+CGUc+pcal4ejYBoc6jYeIM+ffqQX6sWztHRpV/3GBcHkycrM3KPPQbAX4aiKuYczDVs2JAod3eyc3PhwQchJaViDrRpEzRtir5mTe3PzDk4wD33KFU/i+Dm5kaPHj2KDebCwsKwtramdevWyga9HkJDoX17QkJCOHHiBBG3+R0gM3NCCCHMXaUN5khM5I/Tp2l85Iiqw8g5doyjubmaWi8HN6VZOjpCnTqqp1nWqVMHy1q1oE8f0MoFVs2aSspffDx88IGyjsvwb+ng4MDzvr7037oVVq0qn+MlJcEbb3D4wAFOAd4aaDB/NywsLOjw3HOEAjlz5ihBcAlt3LhRSbfdvl153fz5Bb0G161bh7+/Pw2NfRHNkE6no0FwMOPc3SEiAkaPLvebAIBS0GjSJK5evUpKSoq2Z+YA/v0Xfvut2IcHDx7MiRMnOFXE91NYWBht2rTBzs5O2XDyJFy5AsHB3H///QD88ccfRe43IyOD9PR0mZkTQghh1ipvMFejBtlWVjga+gip5UzNmvyOdloSGDk6OmJlZaWkWYLSPFzlmTlfX18YPhw2blS/YbhR27bQuLGydsve/paecylDhnAIyH/tNcjIKNuxdu+GVq1g9mzWvPkmrq6u5lfsAxg1ahSfA9YXLiitHUpg69at9O3bl6CgID6JjCT33LmChvaZmZls3ryZAQMGFCpyYY66devG8uhokidNUm4AVEST9cceg8ceK6hkqemZOYDPPlP6zf32Gxw4AAkJhYLckJAQgFtm57Kzs9m7d2/hFEtjddnu3fHz86NFixbFploaG4bLzJwQQghzVnmDOZ2OZDc3PDMzSTOm7qlgTvXqLHR2pr3GZlh0Ol1B43AAZs1SZkJUEhUVRV0fH8jNVW0MRerYUVnfVK1akQ9369GDlwCLCxeU9V2lkZ8Ps2cr7SF0Og7Nm8esXbt4/fXXzbKZsa+vL2n33EOchQX6hQvv+PycnBzGjx9PoK8vE5s145VXXqF9374FRS9CQ0NJT083v5YERejWrRsAG1q0UPoXnjlTvgfYvbugmIjme8wZde4MFy/CkCHQpg1Ur359veWRI/jodLRp0+aWYO7QoUNkZWUVNAsHlFk+Ly+lgihKILhjx46C5uA3MgZzMjMnhBDCnFXeYA7I9vJStdecPiuLTevX06tXL6yNVRo1pFAw1749tGypyjjy8/O5cOECXaytwdlZuSAzE126dGGbTsfxxo2VgPjSpbvfycSJ8NprEBKC/sABXliyhFq1avHiiy+W/4BNZNSYMUzIz2dnmzZ3fO68efM4duwYf3TqxIzdu9k4ezaxsbF06NCBl156iVWrVmFnZ0ePHj0qfuAVrGXLllSrVo1tO3bAunVKEF9Gzz//PI0bN2batGlkPPUUjBoFYD4zc6++qqRG7tsHv/4Kc+eCq6syO/fUU9CkCe/UqcOuXbuIiYkpeJmx8FChmbmXX4YvviiY2Q8JCSE/P5+1RcwQy8ycEEKIyqBSB3M6f39Vg7m4Tz/leFQUQ4yL8zXGzc3tepplUhJ8/z2o0MohNjaWnJwcmmZmKqmK5dWnzATc3Nxo3rw577m6wuDBpUsPHTNGuQD96SfWhYWxY8cOpk2bhoODQ3kP12RCQkI42LAhg7/88ra9HmNiYpg+fTojevYk8LffYNgw+rzyCidOnGDs2LF8/vnnLFq0iF69emFvb2/Cd1AxrK2t6dSpE9u2bbu+sQw9FVNSUli0aBFXr17lq5kzsT1+nM9PnmTmzJns2rULBweHgmJHmla9ujIr98ADMH688nOk08HKldCmDQP/+IPNwD+LFhW8JCwsDD8/P2rXrn19P+3aKfswaNWqFd7e3kWmWhpn62RmTgghhDmr3MHc6NE8DUSq1Gvu0pYt6IBODz2kyvHvpNDMXHw8PPkk/POPycdR0GMuPh5q1YIbL87MQHBwML8dOkTOd9+VfOwXLsDMmcrsQ5MmMG4c+Xo9b775JvXq1WP06NEVOuaKZmNjw+rVq6mdkcHvnTqRlppa5PNef/11srKy+LxBA3S5uTBjBgAuLi7MmzePnTt30rdvX1544QVTDr9CdevWjcOHD3Pt2jWlmM7w4aXe19q1a8nKymLVqlWcWrAAC+BorVpMnTqVH3/8kbp165r3OsN69WDzZvQLFtDOwoIHpk+HvXsB2LtjB4ObNoUNG5QU8aefhtWrCxXd0el03H///fz22284OTnh7+9P27Ztuffee5ltmBWVmTkhhBDmzErtAVSk6vfey1pLS5qp1Gsu+8gRoqytqdeokSrHvxN3d3eOGftd+fuDlZUqRVCMwVz1yEjlzrqZXXwGBwfz+eefc+DAATo4OcGiRfC//4Gxwt7NTp9WmrRfvapcyBsaJ69cuZLDhw+zfPlyTabl3q2GDRvyw9NP0/yzz5gSEsLMTZsKBRbbtm1j6dKlvPPqq7gtXKismTKsdTLq0KEDGzZsMPXQK1TXrl3Jz89n586d3OvvDz/+CDk5UIp/859//hkvLy86d+6MxQ8/gLMzC/bvZ2psLL/88guBxh6S5kynQ/fMM3x24ADVFi5kdL16XLtwgTXR0TSJjr5eZMfWFqKiYNCgQi9/6623qFOnDleuXCEhIYH4+Hji4+NJSEigffv2MjMnhBDCrFXqYM4qJ4dhHh4kq9CeICcnB9e4OFJ9fTV7Z9zNze36zJyVlXIhrUJ7gqioKBwB23PnlLLqZsZY1CI0NJQONWvCJ58oKatPPQXPPls4QDlyBPr2VQq9bN1aEMhlZ2czdepUWrRowSOPPKLG26gQzWfMIPvLL6m7ZQvvvfceU6ZMASA3N5fnn38eHx8fXhs0CJYuVdYNVgEdO3bEysqKbdu2ce+99yr9C3fvVgrg3IW0tDTWrVvHU089hYWFBWzerPTms7LC29ubl156qYLegTp6jhxJ1wULqLNxIwBrgBnTp1O3Vy/lZ8zLCyxuTTbx8vLizTffNPFohRBCCNOo1GmWXLvGksuX8dyzx+SH3r1jB/Xy87FXqahISbi7u5OcnEyusYKkSu0JIiMjcXd2RvfOO2CGTaFr1qxJw4YNCQ0NhccfV5o2d++uBHX168OIEcoT9+xRtltYKCXUb1hL+c0333D27Fnee+895cK8snBywnrECB6zsuK9t94q6Pk1f/58jhw5wpw5c7APDlZmVDRW8bWiODg40Lp1a7Zv367M0Fpawvr1d72fv/76i4yMDB4ypnHv3AkffVTOo9WOjh074unpye+//05YWBi/2NtTZ8oUCA5W+mRWpp8bIYQQooRK9dvv119/ZeTIkYwcOZKhQ4fSrFkzjhw5wrBhwxg+fDjTp08nPz8fgFWrVjFkyBCGDh3K1q1bAaVv1Pjx4xk+fDhjxoy5PjtU3mrWJMfKCvu4ODLK2gPsLv3z99+8o9NRe8wYkx73bhgLI1w1lgEPDFSaGRv+7UwlKioKFz8/mDpV6etmhoKDg9m2bRt5eXnKBfovv0BkJLz9NjRvrjwpPl7pU7d9OwQFFbw2LS2NGTNm0K1bN/r376/OG6hAuqeewj43l1fr1mXEiBFs3bqVqVOncs899zCkTRtllrISpJXejW7durF7926y7OygU6eSBXOXLilrLQ1+/vlnPD09C2aG8fSEBg0qaMTqs7S05P7772ft2rX8+++/tG/fvlKkIwshhBBlUapgbsiQISxZsoQlS5bQpEkT3nrrLb744gsmTJjA8uXL0ev1bN68mStXrrBkyRJWrlzJokWL+OSTT8jOzmbFihUEBgayfPlyBg8ezJdfflne70uh05FSty4P6PUcMyyaN4W8vDyW/fYbWzt2xEnDM03GHmYFwfQrryjVLE2cFhoVFUWwqytUVFBvAt26dePatWscPXr0+sY6dWD6dJg0Sfn7gAFKmqW/f6HXzp07l9jYWGbNmqXZlNwy6doVmjZl4tChODg40Lt3b9LT0/l87lx0ISG3rHGqCrp27UpWVpbSS+/VV2HChNu/IC8PevVSbrjMnUtGWhpr1qxhyJAhWFpawvvvK6m9ldzgwYNJSUnhv//+K9ySQAghhKiiyrRm7siRI5w+fZrp06czb968gsbYwcHB7NixAwsLC1q1aoWNjQ02Njb4+vpy8uRJ9u/fX1CtLzg4uOKCOSBrxgwChg0j5X//U9JxTGD58uWknDzJh19/bZLjlZZxZq6gPUGtWqqMIyoqir9zc5X1ZT/9pMoYyirYcG6FhobSokWLWx43BmtpaWnodDosLCzQ6XTodDpWrFjBoEGD6NKli6mHbRo6HRw6hIulJb8NHkyvXr145ZVXaBgVBYcP3zmQqYS6GtbHbd++nS7GYP92NmxQUqCbNoWXXiJl0SKc09KUFMu8PPjwQ6U1hhmuOb0bvXv3xsHBgbS0tMLNwoUQQogqqkzB3IIFC3j++ecB0Ov1BbMKDg4OpKSkkJqaipOTU8HzHRwcSE1NLbTd+NyKUuuRR/ju8cfpfOSIks5lVbE1X7Kzs5k+fTpzPTy47623lB5iGmUM5gpm5nJylIvCDh2gTx+TjCE1NRUSE6kBZptiCeDn54evry+hoaGMHz++0GMpKSkMGDCAo0ePUqNGDfR6fcF/+fn5uLi4MGvWLJVGbiKWlgB0atiQuLg45ee/b1+laEUZSvObq+rVq9OsWTM++eQTmjdvTv/AQDhzRvlMinLvvUoqZu/e8O23WLz8Mm5ubnTv3h0OHlT6RJroZ1ZNdnZ29O/fn59//lmCOSGEEIIyBHPJycmcPXuWjh07AhQq2pCWloazszOOjo6kpaUV2u7k5FRou/G5xTlx4kRph1hgUfPmfJqdzYqIiDLv605WrlzJuXPn6FK3LunVqxNVDuOvKMYZuSNHjlC3bl3Q6wmcNYtrgwcTV6eOScZw+vRpjCFcpKcn6eX4eWVmZpbL+VNSLVq0YOvWrRw/frzgxkZOTg7jxo3j8OHDfPHFFwUzeEUx5VjV4PnBBzhv2MCljRuxPXWKgE2buDxxIglnz6o9tGJV5Dk0c+ZMXn31VQYMGMA2Pz86JCdzetu24gt5+PpCRARZ7dvTE+jTuzcRp07RMDgYCyDcx4e8Sn4OATz++OM0bdqUK1eucOXKFbWHc1um/g4SlY+cQ6Is5PypGkodzO3du7fQmoXGjRuze/duOnToQGhoKB07dqR58+Z8+umnZGVlkZ2dzZkzZwgMDKR169b8+++/NG/enNDQUNq0aVPscYJuKBRRWm27dWPBggUEOjtjefAg3HdfmfdZlIyMDL755hv6dOiA57596EaMKJfxVxRjf6Vq1apdH2ejRrjHx+NuonFHRkYWBHN+DzwArq7ltu8TJ06Y9PMfNGgQf/75J1ZWVgQGBqLX6xk1ahQ7duxg0aJFPPXUUyYbiybddx98/z1Bly4plRcdHfGcOhXPcvw3L28VeQ4FBQXRt29fpk6dytezZ9MVyNu3j6Y3p0qOHKmkVxrSMf/880+upqczevRogtLSICMDGjUi0FgIpZILCgpikJmsszT1d5CofOQcEmUh50/lsX///mIfK3Ut53PnzuHt7V3w90mTJvH555/zyCOPkJOTQ79+/ahRowYjR45k+PDhPPHEE7z88svY2toybNgwIiIiGDZsGD/++CMvvPBCaYdRIq1atSIjI4PUsWNh6FCooJmA+fPnEx0dzScPPIDOWLBAw24pgAJKgQUT9pqLioqiHZATEFCugZwablw3BzBt2jS+//573n77bQnkQCl04uEB336rpPPu2WP2/+ZlZWdnx0cffcSzv/wCwMpRo3jnnXfIyclRnnD8uNKDLzOz4DU///wzbm5u9OrVS2nnEB4Of/2lxvCFEEIIobJSz8wZC5gY+fv7s3Tp0lueN3ToUIYOHVpom729PXPnzi3toe9aS0Ovty19+/LAP/8ohTb+/rtcqzampKQwa9Ys7rnnHppduQI2NkrJcQ2zsrLC2dm5cDDXsCGsXKlcPNrZVfgYoqKi+MLCgkFffVXhx6pogYGBeHp6EhoaSn5+PjNnzmT06NFMmzZN7aFpg60tPPYYzJunrPGSu4UFugwZQm6LFjwWE0PQ22+zZcsWfv/9d9w+/hjs7cGwNjk7O5vVq1fzwAMPXC/LX4nbEQghhBDi9qpEl9WgoCBsbW0Ji4xUSnhv2gRLlpTrMT777DPi4+OZOXMmvPCCUpXR3r5cj1ER3Nzcbp2Zs7Yu1M+qIkVGRnLNxwfLe+4xyfEqkk6nIzg4mNWrVzN27FgGDBjA/PnzK2e7gdIaNUqpvrhggdoj0RyrgQNpdPUqK775hl27djG4Qwf0S5cqn5khJXrTpk1cu3aNhx9+WOXRCiGEEEILqkQwZ21tTdOmTTl06BA89xx07gwvvwyXL5fL/hMTE/noo48ICQlR2jPUrQv3318u+65o7u7u11sTADz4IKSnm+xuv9WJEzxtZ6ccsxIIDg4mOTmZVq1a8eOPP2JVwdVTzU6LFsqNjptm9gXw0ksQHc2jTz/Nhg0bCImKIj87m5M39Kr8+eefcXFxoXfv3ioOVAghhBBaUSWCOVDWzR08eBC9TgcLFyoNnIurGneXPvroI1JSUpgxYwbs3ausCcrIKJd9VzR3d/fCM3M2NgVl5E2h5enTTAkPB73eZMesSEOHDuW5555j7dq1ODo6qj0cbXroIfD0VHsU2uPpqawpBHr06MGg77/nXRcXOgwfzpYtW8jJyeH333/n/vvvx9bWVuXBCiGEEEILqkww17JlSxISErh48SI0bqykWRpSl8oiNjaWuXPnMmzYMJo1awY//ADjx5s0ICqLW9IsAd58Ez76qMKPnZeXR2ByMperVwcHhwo/ninUrFmT+fPnU7NmTbWHIszRn3/CiBGg19PgkUcYfeQIPj4+3Hvvvbz00kskJSUpjcKFEEIIIahCwVyrVq0AOHjwoLIhIwO2b4cb+uCVxvvvv09WVhbvvPOOsmHLFujWTZnhMgPe3t6cO3dOCXKNwsJg9eoKP3ZsTAxt9XquSgEHIRQxMbB8OYwZAxER+Pj4sH37djp37sz8+fNxdHSkb3GNxYUQQghR5VSZYK558+bodDpl3RwogVy3brBrV6n3mZ+fz/Lly3nooYeoX78+xMUppcQ13pLgRi+++CIAb7zxxvWNJmpPELtnDzWAPEOgLUSV16+f8v9Fi5SWA4CrqysbNmxg3LhxTJkyBTsTVJkVQgghhHmoMsGco6MjgYGB12fm2rVT/r97d6n3efjwYa5cuUL//v2VDVu3Kv83o2DO39+fiRMnsnTpUnYbP4vAQIiPh5vTL8tZelgYAHZdu1bocYQwG35+0KSJkgpu/F4BbG1t+eKLL5g8ebKKgxNCCCGE1lSZYA6UdXMFwZyrq9JTrQzB3KZNmwDo06ePsuHYMWW/ZjbT9MYbb1CzZk0mTJiAXq9XPheAiIgKPe5OT09qA56SNibEdX/8AevXl1uBJiGEEEJUXlXqaqFVq1ZERkZeL8XfoYMSzJWykuLGjRsJCgqiTp06yoYZM+D8ebMpfmLk5OTEe++9x65du1i5cqUSzNWtC8nJFXrcqKgoMt3ccHJ3r9DjCGFWAgLAx0ftUQghhBDCDFS5YA64vm6ufXtlnVspGmRnZmYSGhrKPTc3u3ZxKeMo1fHEE0/QqlUrJk2aRIaPD5w7BxXZyDs/nwdWr+ZhN7eKO4YQQgghhBCVWJUK5lq2bAncUNFyyBDYsQNq1brrfe3YsYPMzMzrwdyqVRASAjc24DYjlpaWzJkzhwsXLvDxxx9X/AFPn6b3xYs0dXKq+GMJIYQQQghRCVmpPQBT8vT0pHbt2teDOS8v5b9S2LRpE1ZWVnTv3l3ZsHatUtLfTGfmALp3786DDz7IrFmzePHqVZwjIiqmRUFKCqxcCUBaUFD5718IIYQQQogqoErNzIGSalmQZgnw778wf/5d72fjxo107NgRJycnZc3dli3Qs6fZFy348MMPyc3NZevGjbBmDZw9W/ad5uZCVpby519+AXd3mD6dC4BVixZl378QQgghhBBVkHlHHqXQqlUrTpw4QUZGhrLh11/h1VeVgKOEEhISOHDgwPUUy9On4eJFs2pJUJyAgAAmTJjA2MOHybe0hI8+KtsO162D6tVhxQrl723awKuvcv6bb2gA+Pj7l3nMQgghhBBCVEVVLphr2bIleXl5HD16VNnQoQOkpyttBUpoy5Yt6PX668GcGfaXu50pU6aQ5+nJmurVYfFiiI0t/c4+/FBp19CokfL3unVh1iyOe3mRBfj6+pbDiIUQQgghhKh6qlwwV2RFS4A9e0q8j40bN+Ls7Ew7Y+NxZ2cYOBAaNCjHkarH2dmZF198kZdjYtDn5MCcOaXbUVwchIbCE09Ax46FHoqKigIkmBNCCCGEEKK0qlww5+/vj4uLy/UiKPXqKWu4Stg8XK/Xs3HjRnr27ImVlaF+zKOPKuvLdLoKGrXp9enTh7PA/qefhqeeKt1Ofv9dWU/40EOFNicnJ/P5559To0YNapWikqgQQgghhBCiCgZzOp2Oli1bXg/mdDpldu7EiRK9/syZM5w/f/56imVaGmRmVtBo1dOmTRucnJz4xsJCaSJeGps3K7OVTZsWbMrLy2PYsGGcOnWKlStXYmlmDdaFEEIIIYTQiioXzIGybu7w4cPk5eUpG1auhO3bS/TaTZs2AcrMFQDffgtubnD5ckUMVTVWVlYEBwezdetWZT3h448rgevdWLlSCehumLGcPHky69at4/PPP6dXJVljKIQQQgghhBqqZDDXqlUr0tPTiYiIUDa4uJQ4RXLjxo34+PgQGBiopBD+8YfSq87TswJHrI5evXoRHh7OlfBwWLIEFi26ux1YWICPT8Ffv/vuO2bPns3zzz/P2LFjy3m0QgghhBBCVC1VNpgDrqda5uYq68IWL77t6/Ly8tiyZQv33HMPOp0O3n8fNm2CZ5+t6CGromfPngBsSEuDrl1h9mzIzi7yudu3b2fcuHHs3LkTvV4Po0fD//5X8PiOHTt49tln6d27N3NKW1BFCCGEEEIIUaBKBnNBQUHY2Nhw4MABZYOVldI8fM2a275u//79XL16VVkv99NP8OabMGwYvP66CUZtei1atMDNzY0tW7bAG2/AhQuwfHmRz50+fTrz58+nc+fOdG/ZkrzvviPHkHoaGRnJkCFD8PX1ZdWqVVhbW5vybQghhBBCCFEpVclgztramm7duvHtt99y6dIlZWOHDnesaLlx40ZAST/k7FllturbbytVFcsbWVhY0KNHDyWY698fWrSADz6A/PxCz4uJiWHr1q1MnDiR+fPn0yUxEcu8PAZ++y0TJ04kJCSErKws/vzzT9zd3VV6N0IIIYQQQlQuVTKYA/jyyy/JzMxk1KhR5OfnKxUtL11S/ivGxo0badmiBZ6enjBpEmzZAnZ2Jhy16fXq1YvIyEjOnT8Pb7+ttBnIyir0nJ9++gm9Xs/o0aN57rnneK9tW7Jq1MBjwAA+//xzjhw5wo8//kgjY+NwIYQQQgghRJlV2WAuMDCQOXPmsHHjRubOnavMzEGxzcNTU1M5smMHPycmwrZtysYqkC5orDi5ZcsWGDwYZswAe/tCz1m5ciUtWrQgKCgIUlPRrV+P7bBhrPjxR6Kiojhw4AD9+vVTYfRCCCGEEEJUXlU2mAMYM2YMgwYNYvLkyRy1toYmTSAnp8jnbv/nH5bm5uIfHV1sEZDKKCgoiJo1ayotCozWr4fJkwE4f/48O3fu5NFHH1UeS0lR1hEa/u7l5UWLFi1MPWwhhBBCCCEqPSu1B6AmnU7HN998Q7NmzRj+1FPs2bcPu6LSJlNT8Xj9ddoB2Z99hk3v3iYfq1p0Oh09e/Zky5Yt6PV6pYrnli3w0UcQEMCPSUkAPPLII8oLvLyUdYRCCCGEEEKIClWlZ+YAPD09+fbbbzly5AhvvfWW0jtOry94POH4cRLq1KHdiRMsqV8fm+efV3G06ujZsycxMTGEh4crG2bNgnvvhRde4MTChXTs2BF/f3/IyIBDhwp9fkIIIYQQQoiKUeWDOYCBAwcyduxYDn78Mdnu7nD8OOmpqcyaNYuAjh1ZkZzMBwMHco9xrVwVU2jdHIClJSxfTlbt2nx45gxjjOvh1q+HVq2UNg9CCCGEEEKICiXBnMHs2bOx8ffH5upVTowezSU3N75+80169OxJz6NHmbRmDbVq1VJ7mKqoV68ePj4+hdfNubnx9YAB2AEPp6Up2375BTw8oEsXVcYphBBCCCFEVSLBnEG1atWY+eOPXAWCdu3C0tqaXxYvZvXq1TRp0kTt4anKuG5u69atShsHQK/XM2/zZsZ17IjThx8q7Qr+/BNCQqpElU8hhBBCCCHUJsHcDdq0a0f0s89ycsQI/BMTaf3kk2oPSTN69epFfHw8x44dA+DgwYOEh4fT/amnlKbpX34JyclKHzohhBBCCCFEhavS1SyL0virr9Qegib17NkTUNbNNWvWjJUrV2JlZcWQIUOUJxw6BD4+UIUqfQohhBBCCKEmmZkTJeLr60u9evUKUi1XrlxJv3798PDwUJ7w/fcQEQE2NuoOVAghhBBCiCpCgjlRYj179uSff/5h+/btXLhw4XqjcCNbW3UGJoQQQgghRBUkwZwosV69enHt2jUmT56MnZ0dISEhag9JCCGEEEKIKkuCOVFixnVzO3fu5L777sPJyUnlEQkhhBBCCFF1STAnSqxWrVoEBQUB3JpiKYQQQgghhDApCebEXRkwYAAeHh4MGDBA7aEIIYQQQghRpUkwJ+7KzJkzOXbsGPb29moPRQghhBBCiCpN+syJu2JnZ4ednZ3awxBCCCGEEKLKk5k5IYQQQgghhDBDEswJIYQQQgghhBmSYE4IIYQQQgghzJAEc0IIIYQQQghhhkpdAGXBggVs2bKFnJwchg0bRvv27Zk8eTI6nY4GDRowffp0LCwsWLVqFStXrsTKyoqxY8fSs2dPMjMzee2110hISMDBwYEPPvgAd3f38nxfQgghhBBCCFGplWpmbvfu3Rw8eJAVK1awZMkSYmNjmTVrFhMmTGD58uXo9Xo2b97MlStXWLJkCStXrmTRokV88sknZGdns2LFCgIDA1m+fDmDBw/myy+/LO/3JYQQQgghhBCVWqmCue3btxMYGMjzzz/Pc889R48ePTh27Bjt27cHIDg4mLCwMA4fPkyrVq2wsbHByckJX19fTp48yf79++nWrVvBc3fu3Fl+70gIIYQQQgghqoBSpVkmJSURHR3NV199xcWLFxk7dix6vR6dTgeAg4MDKSkppKam4uTkVPA6BwcHUlNTC203PlcIIYQQQgghRMmVKphzdXUlICAAGxsbAgICsLW1JTY2tuDxtLQ0nJ2dcXR0JC0trdB2JyenQtuNzy3OiRMnSjNEIcjMzJTzR5SJnEOiLOT8EWUl55AoCzl/qoZSBXNt2rThhx9+YNSoUVy+fJmMjAw6derE7t276dChA6GhoXTs2JHmzZvz6aefkpWVRXZ2NmfOnCEwMJDWrVvz77//0rx5c0JDQ2nTpk2xxwoKCir1mxNV24kTJ+T8EWUi55AoCzl/RFnJOSTKQs6fymP//v3FPlaqYK5nz57s3buXhx56CL1ez7Rp0/D29mbq1Kl88sknBAQE0K9fPywtLRk5ciTDhw9Hr9fz8ssvY2try7Bhw5g0aRLDhg3D2tqajz/+uNRvTgghhBBCCCGqolK3Jnj99ddv2bZ06dJbtg0dOpShQ4cW2mZvb8/cuXNLe2ghhBBCCCGEqPJ0er1er/YginO7KUUhhBBCCCGEqAqKW5am6WBOCCGEEEIIIUTRStVnTgghhBBCCCGEuiSYE0IIIYQQQggzVOoCKKWVk5PDm2++yaVLl8jOzmbs2LHUr1+fyZMno9PpaNCgAdOnT8fCQokzExMTefTRR/nzzz+xtbUFIDIykueff541a9aYevhCZWU9f9LT03nllVe4du0a9vb2fPTRR7i7u6v8roQplfUc0uv1BAcHU7duXQBatmzJK6+8ouI7EqZU1vPn66+/Ztu2bQAkJycTHx/Pjh071HxLwsTKeg5dvXqV1157jdTUVFxdXZk5cyYeHh4qvythKndz/nz33XesXbsWgO7du/PCCy8U7Gfjxo2sX79eKspXBnoT+/nnn/UzZ87U6/V6fWJior579+76Z599Vr9r1y69Xq/XT506Vf/333/r9Xq9PjQ0VB8SEqJv1aqVPjMzU6/X6/W//fab/oEHHtB37tzZ1EMXGlDW82fx4sX6zz//XK/X6/W//PKLfsaMGSq8C6Gmsp5D58+f1z/77LPqDF6orqznz42eeeYZfWhoqOkGLzShrOfQ+++/r58/f75er9frd+zYoX/zzTdVeBdCLSU9f6KiovQPPPCAPjc3V5+Xl6d/5JFH9CdOnNDr9Xr9jBkz9P369dNPmDBBtfchyo/J0yzvvfdeXnrppYK/W1pacuzYMdq3bw9AcHAwYWFhAFhYWLB48WJcXV0Lnu/i4lJkCwRRNZT1/HnyyScZO3YsANHR0VSvXt10gxeaUNZz6NixY8TFxTFy5EjGjBnD2bNnTTp+oa6ynj9Gf//9N87OznTr1s0k4xbaUdZz6PTp0wQHBwPQunVrqfxdxZT0/KlVqxbffPMNlpaWWFhYkJubW5Dh1rp1a95++201hi8qgMmDOQcHBxwdHUlNTeXFF19kwoQJ6PV6dDpdweMpKSkAdOnSBTc3t0Kv79mzJ9WqVTP1sIVGlPX8AeWL7/HHH2fp0qV0797dpOMX6ivrOVSjRg2eeeYZlixZwrPPPstrr71m8vcg1FMe30EACxYsKJTyJKqOsp5DQUFBbNmyBYAtW7aQmZlp2jcgVFXS88fa2hp3d3f0ej0ffPABjRs3xt/fH4ABAwYUPF+YP1UKoMTExPD4448TEhLCoEGDCvLCAdLS0nB2dlZjWMJMlMf588MPP7Bs2TLGjx9fkUMVGlWWc6hp06b07t0bgLZt2xIXF4deOrxUKWX9Djp9+jTOzs74+flV9FCFRpXlHHrmmWe4dOkSTz75JDExMdSqVcsUQxYaUtLzJysri1dffZW0tDSmT5+u1nBFBTN5MBcfH89TTz3Fa6+9xkMPPQRA48aN2b17NwChoaG0bdvW1MMSZqKs58+CBQv4/fffAahWrRqWlpYVPmahLWU9h+bNm8f3338PwMmTJ6ldu7bc4axCyuN3WFhYWEGanKh6ynoO7du3j5CQEL777ju8vb1p3bq1ScYttKGk549er2fcuHE0bNiQd999V653KjGTV7P86quvSE5O5ssvv+TLL78EYMqUKcycOZNPPvmEgIAA+vXrZ+phCTNR1vPnwQcfZNKkSfzyyy/k5eXx3nvvmWroQiPKeg4988wzvPbaa/z7779YWloya9YsUw1daEB5/A47d+4cXbp0McVwhQaV9Rzy9/dn0qRJAHh6esrvsSqmpOfPpk2b2LNnD9nZ2QUVdCdOnEirVq3UHL6oADq95AcJIYQQQgghhNmRpuFCCCGEEEIIYYYkmBNCCCGEEEIIMyTBnBBCCCGEEEKYIQnmhBBCCCGEEMIMSTAnhBBCCCGEEGZIgjkhhBBV2o4dO7j//vvJzMwEIC4ujkGDBhEXF6fyyIQQQojbk2BOCCFEldalSxe6du3K+++/T05ODi+//DKTJ0+mZs2aag9NCCGEuC3pMyeEEKLKy8nJYfjw4bi6utKiRQteeOEFRo4cScOGDYmIiKBatWq0bduW7du3k5yczLfffouLi4vawxZCCFHFycycEEKIKs/a2pqhQ4cSFhbGkCFDCrY3b96c77//nuzsbOzs7Fi8eDH169dn7969Ko5WCCGEUEgwJ4QQosq7dOkS33zzDa+99hqvvfYaeXl5ADRp0gQAZ2dn6tevX/DnrKws1cYqhBBCGFmpPQAhhBBCTdnZ2UyYMIE333yT7t27c/ToUebNm6f2sIQQQog7kpk5IYQQVdoHH3xAmzZt6N69OwBvv/02a9euVXlUQgghxJ1JARQhhBBCCCGEMEMyMyeEEEIIIYQQZkiCOSGEEEIIIYQwQxLMCSGEEEIIIYQZkmBOCCGEEEIIIcyQBHNCCCGEEEIIYYYkmBNCCCGEEEIIMyTBnBBCCCGEEEKYIQnmhBBCCCGEEMIM/R+Pxzzcv9tM3gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(figsize=(15,6), color='black', title=\"Прогноз методом Хольта Винтерса\" )\n",
    "fit4.fittedvalues.plot(ax=ax, style='--', color='red')\n",
    "fit4.forecast(27).plot(ax=ax, style='--', color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "33f677df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -6.342\n",
      "\tP-значение = 0.000\n",
      "Критические значения :\n",
      "\t1%: -3.497501033 - Данные  стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.89090644 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.5824349 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 192.1468\n",
      "MSE: 63625.4077\n",
      "MAPE: 0.0238\n",
      "MPE: -0.0016\n",
      "Стандартная ошибка: 252.2408\n"
     ]
    }
   ],
   "source": [
    "metrics(train, fit1.fittedvalues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "697aaf0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -5.580\n",
      "\tP-значение = 0.000\n",
      "Критические значения :\n",
      "\t1%: -3.497501033 - Данные  стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.89090644 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.5824349 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 186.7623\n",
      "MSE: 60226.0024\n",
      "MAPE: 0.023\n",
      "MPE: -0.0005\n",
      "Стандартная ошибка: 245.4099\n"
     ]
    }
   ],
   "source": [
    "metrics(train, fit2.fittedvalues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3e85ad2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -5.484\n",
      "\tP-значение = 0.000\n",
      "Критические значения :\n",
      "\t1%: -3.497501033 - Данные  стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.89090644 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.5824349 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 187.4521\n",
      "MSE: 62041.9069\n",
      "MAPE: 0.0231\n",
      "MPE: -0.0009\n",
      "Стандартная ошибка: 249.0821\n"
     ]
    }
   ],
   "source": [
    "metrics(train, fit3.fittedvalues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "03c28e72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -6.960\n",
      "\tP-значение = 0.000\n",
      "Критические значения :\n",
      "\t1%: -3.497501033 - Данные  стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.89090644 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.5824349 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 207.8052\n",
      "MSE: 71114.5771\n",
      "MAPE: 0.0257\n",
      "MPE: -0.0021\n",
      "Стандартная ошибка: 266.6732\n"
     ]
    }
   ],
   "source": [
    "metrics(train, fit4.fittedvalues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3f3dcacd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -2.978\n",
      "\tP-значение = 0.037\n",
      "Критические значения :\n",
      "\t1%: -3.661428725118324 - Данные не стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.960525341210433 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.6193188033298647 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 305.472\n",
      "MSE: 127066.6851\n",
      "MAPE: 0.0326\n",
      "MPE: -0.0196\n",
      "Стандартная ошибка: 356.4641\n"
     ]
    }
   ],
   "source": [
    "metrics(test, fit1.forecast(len(test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3deb0283",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -3.082\n",
      "\tP-значение = 0.028\n",
      "Критические значения :\n",
      "\t1%: -3.661428725118324 - Данные не стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.960525341210433 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.6193188033298647 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 493.6139\n",
      "MSE: 315722.5876\n",
      "MAPE: 0.0538\n",
      "MPE: -0.0505\n",
      "Стандартная ошибка: 561.892\n"
     ]
    }
   ],
   "source": [
    "metrics(test, fit2.forecast(len(test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "cecf1d0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -3.135\n",
      "\tP-значение = 0.024\n",
      "Критические значения :\n",
      "\t1%: -3.661428725118324 - Данные не стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.960525341210433 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.6193188033298647 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 379.624\n",
      "MSE: 198569.98\n",
      "MAPE: 0.0413\n",
      "MPE: -0.0344\n",
      "Стандартная ошибка: 445.6119\n"
     ]
    }
   ],
   "source": [
    "metrics(test, fit3.forecast(len(test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "21110056",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -2.777\n",
      "\tP-значение = 0.062\n",
      "Критические значения :\n",
      "\t1%: -3.661428725118324 - Данные не стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.960525341210433 - Данные не стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.6193188033298647 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 296.9251\n",
      "MSE: 133743.9108\n",
      "MAPE: 0.0308\n",
      "MPE: -0.0157\n",
      "Стандартная ошибка: 365.7101\n"
     ]
    }
   ],
   "source": [
    "metrics(test, fit4.forecast(len(test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "db7b20bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "fit = ExponentialSmoothing(df['2011':], seasonal_periods=12, trend='add', seasonal='mul').fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "71d3a9a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(figsize=(15,6), color='black', title=\"Прогноз методом Хольта Винтерса\" )\n",
    "fit.fittedvalues.plot(ax=ax, style='--', color='red')\n",
    "fit.forecast(12).plot(ax=ax, style='--', color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "fdf23e05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({'figure.figsize': (10,3)})\n",
    "plot_acf(train.Y, lags=24)\n",
    "plot_pacf(train.Y, lags=24)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "158591cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performing stepwise search to minimize aic\n",
      " ARIMA(2,1,2)(1,0,1)[12] intercept   : AIC=inf, Time=0.92 sec\n",
      " ARIMA(0,1,0)(0,0,0)[12] intercept   : AIC=1674.733, Time=0.01 sec\n",
      " ARIMA(1,1,0)(1,0,0)[12] intercept   : AIC=1571.958, Time=0.19 sec\n",
      " ARIMA(0,1,1)(0,0,1)[12] intercept   : AIC=1623.959, Time=0.22 sec\n",
      " ARIMA(0,1,0)(0,0,0)[12]             : AIC=1672.874, Time=0.01 sec\n",
      " ARIMA(1,1,0)(0,0,0)[12] intercept   : AIC=1674.604, Time=0.08 sec\n",
      " ARIMA(1,1,0)(2,0,0)[12] intercept   : AIC=inf, Time=0.83 sec\n",
      " ARIMA(1,1,0)(1,0,1)[12] intercept   : AIC=1551.944, Time=0.46 sec\n",
      " ARIMA(1,1,0)(0,0,1)[12] intercept   : AIC=1623.887, Time=0.25 sec\n",
      " ARIMA(1,1,0)(2,0,1)[12] intercept   : AIC=1571.154, Time=1.32 sec\n",
      " ARIMA(1,1,0)(1,0,2)[12] intercept   : AIC=1553.934, Time=1.13 sec\n",
      " ARIMA(1,1,0)(0,0,2)[12] intercept   : AIC=1601.001, Time=0.48 sec\n",
      " ARIMA(1,1,0)(2,0,2)[12] intercept   : AIC=inf, Time=1.61 sec\n",
      " ARIMA(0,1,0)(1,0,1)[12] intercept   : AIC=1552.491, Time=0.43 sec\n",
      " ARIMA(2,1,0)(1,0,1)[12] intercept   : AIC=1553.938, Time=0.64 sec\n",
      " ARIMA(1,1,1)(1,0,1)[12] intercept   : AIC=1556.775, Time=0.62 sec\n",
      " ARIMA(0,1,1)(1,0,1)[12] intercept   : AIC=1557.489, Time=0.55 sec\n",
      " ARIMA(2,1,1)(1,0,1)[12] intercept   : AIC=inf, Time=0.70 sec\n",
      " ARIMA(1,1,0)(1,0,1)[12]             : AIC=1550.148, Time=0.32 sec\n",
      " ARIMA(1,1,0)(0,0,1)[12]             : AIC=1621.937, Time=0.13 sec\n",
      " ARIMA(1,1,0)(1,0,0)[12]             : AIC=1569.952, Time=0.11 sec\n",
      " ARIMA(1,1,0)(2,0,1)[12]             : AIC=1552.134, Time=0.81 sec\n",
      " ARIMA(1,1,0)(1,0,2)[12]             : AIC=1552.137, Time=0.98 sec\n",
      " ARIMA(1,1,0)(0,0,0)[12]             : AIC=1672.684, Time=0.02 sec\n",
      " ARIMA(1,1,0)(0,0,2)[12]             : AIC=1599.025, Time=0.38 sec\n",
      " ARIMA(1,1,0)(2,0,0)[12]             : AIC=inf, Time=0.25 sec\n",
      " ARIMA(1,1,0)(2,0,2)[12]             : AIC=inf, Time=1.00 sec\n",
      " ARIMA(0,1,0)(1,0,1)[12]             : AIC=1550.809, Time=0.14 sec\n",
      " ARIMA(2,1,0)(1,0,1)[12]             : AIC=1551.940, Time=0.42 sec\n",
      " ARIMA(1,1,1)(1,0,1)[12]             : AIC=inf, Time=0.40 sec\n",
      " ARIMA(0,1,1)(1,0,1)[12]             : AIC=1550.301, Time=0.36 sec\n",
      " ARIMA(2,1,1)(1,0,1)[12]             : AIC=1553.403, Time=0.53 sec\n",
      "\n",
      "Best model:  ARIMA(1,1,0)(1,0,1)[12]          \n",
      "Total fit time: 16.362 seconds\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ARIMA(order=(1, 1, 0), scoring_args={}, seasonal_order=(1, 0, 1, 12),\n",
       "      suppress_warnings=True, with_intercept=False)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = auto_arima(train, seasonal=True, m=12, trace=True, suppress_warnings=True, error_action='ignore', stepwise=True, )\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d96c1f63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -0.1498      0.072     -2.076      0.038      -0.291      -0.008\n",
      "ar.S.L12       0.9797      0.018     55.825      0.000       0.945       1.014\n",
      "ma.S.L12      -0.6785      0.134     -5.055      0.000      -0.942      -0.415\n",
      "sigma2      7.613e+04   1.03e+04      7.373      0.000    5.59e+04    9.64e+04\n",
      "==============================================================================\n"
     ]
    }
   ],
   "source": [
    "mod = sm.tsa.statespace.SARIMAX(train,\n",
    "                                order=(1, 1, 0),\n",
    "                                seasonal_order=(1, 0, 1, 12))\n",
    "\n",
    "results = mod.fit()\n",
    "\n",
    "print(results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c6fbd2f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results.plot_diagnostics(figsize=(15, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c6f139ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Xm\n",
       "2011-01-01       0.000000\n",
       "2011-02-01    8328.272013\n",
       "2011-03-01    8004.630542\n",
       "2011-04-01    8027.523549\n",
       "2011-05-01    7238.960800\n",
       "2011-06-01    6589.202324\n",
       "2011-07-01    6362.791402\n",
       "2011-08-01    6390.704678\n",
       "2011-09-01    6760.110650\n",
       "2011-10-01    7003.681849\n",
       "Freq: MS, Name: predicted_mean, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict=results.get_prediction()\n",
    "predict.predicted_mean[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2155e107",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n",
      "\tT-статистика = -9.321\n",
      "\tP-значение = 0.000\n",
      "Критические значения :\n",
      "\t1%: -3.4936021509366793 - Данные  стационарны с вероятностью 99% процентов\n",
      "\t5%: -2.8892174239808703 - Данные  стационарны с вероятностью 95% процентов\n",
      "\t10%: -2.58153320754717 - Данные  стационарны с вероятностью 90% процентов\n",
      "MAD: 269.7794\n",
      "MSE: 127277.1897\n",
      "MAPE: 0.0335\n",
      "MPE: -0.0023\n",
      "Стандартная ошибка: 356.7593\n"
     ]
    }
   ],
   "source": [
    "predict=results.get_prediction(start='2011-02-01')\n",
    "metrics(train['2011-02-01':], predict.predicted_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "285971d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "predict=results.get_prediction(start='2020', end='2023')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b0337a0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(figsize=(15,6), color='black', title=\"Прогноз методом SARIMA\" )\n",
    "results.fittedvalues.plot(ax=ax, style='--', color='red')\n",
    "predict.predicted_mean.plot(ax=ax, style='--', color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ff59937b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тест на стационарность:\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Length of values (32) does not match length of index (1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [51]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m predict\u001b[38;5;241m=\u001b[39mresults\u001b[38;5;241m.\u001b[39mget_prediction(start\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m2020-01-01\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m----> 2\u001b[0m \u001b[43mmetrics\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpredict\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredicted_mean\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\f2forecast\\f2forecast.py:53\u001b[0m, in \u001b[0;36mmetrics\u001b[1;34m(real, forecast)\u001b[0m\n\u001b[0;32m     50\u001b[0m     real\u001b[38;5;241m=\u001b[39mreal[real\u001b[38;5;241m.\u001b[39mcolumns[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39mvalues\n\u001b[0;32m     52\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mТест на стационарность:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 53\u001b[0m dftest \u001b[38;5;241m=\u001b[39m adfuller(\u001b[43mreal\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43mforecast\u001b[49m, autolag\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAIC\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     54\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124mT-статистика = \u001b[39m\u001b[38;5;132;01m{:.3f}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(dftest[\u001b[38;5;241m0\u001b[39m]))\n\u001b[0;32m     55\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124mP-значение = \u001b[39m\u001b[38;5;132;01m{:.3f}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(dftest[\u001b[38;5;241m1\u001b[39m]))\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:2101\u001b[0m, in \u001b[0;36mNDFrame.__array_ufunc__\u001b[1;34m(self, ufunc, method, *inputs, **kwargs)\u001b[0m\n\u001b[0;32m   2097\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[0;32m   2098\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__array_ufunc__\u001b[39m(\n\u001b[0;32m   2099\u001b[0m     \u001b[38;5;28mself\u001b[39m, ufunc: np\u001b[38;5;241m.\u001b[39mufunc, method: \u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m*\u001b[39minputs: Any, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any\n\u001b[0;32m   2100\u001b[0m ):\n\u001b[1;32m-> 2101\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m arraylike\u001b[38;5;241m.\u001b[39marray_ufunc(\u001b[38;5;28mself\u001b[39m, ufunc, method, \u001b[38;5;241m*\u001b[39minputs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\arraylike.py:263\u001b[0m, in \u001b[0;36marray_ufunc\u001b[1;34m(self, ufunc, method, *inputs, **kwargs)\u001b[0m\n\u001b[0;32m    260\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\n\u001b[0;32m    262\u001b[0m \u001b[38;5;66;03m# for binary ops, use our custom dunder methods\u001b[39;00m\n\u001b[1;32m--> 263\u001b[0m result \u001b[38;5;241m=\u001b[39m maybe_dispatch_ufunc_to_dunder_op(\u001b[38;5;28mself\u001b[39m, ufunc, method, \u001b[38;5;241m*\u001b[39minputs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    264\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m:\n\u001b[0;32m    265\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\_libs\\ops_dispatch.pyx:113\u001b[0m, in \u001b[0;36mpandas._libs.ops_dispatch.maybe_dispatch_ufunc_to_dunder_op\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\ops\\common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer.<locals>.new_method\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m     66\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m\n\u001b[0;32m     68\u001b[0m other \u001b[38;5;241m=\u001b[39m item_from_zerodim(other)\n\u001b[1;32m---> 70\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\arraylike.py:112\u001b[0m, in \u001b[0;36mOpsMixin.__rsub__\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m    110\u001b[0m \u001b[38;5;129m@unpack_zerodim_and_defer\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__rsub__\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    111\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__rsub__\u001b[39m(\u001b[38;5;28mself\u001b[39m, other):\n\u001b[1;32m--> 112\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arith_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mroperator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrsub\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\series.py:5639\u001b[0m, in \u001b[0;36mSeries._arith_method\u001b[1;34m(self, other, op)\u001b[0m\n\u001b[0;32m   5637\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_arith_method\u001b[39m(\u001b[38;5;28mself\u001b[39m, other, op):\n\u001b[0;32m   5638\u001b[0m     \u001b[38;5;28mself\u001b[39m, other \u001b[38;5;241m=\u001b[39m ops\u001b[38;5;241m.\u001b[39malign_method_SERIES(\u001b[38;5;28mself\u001b[39m, other)\n\u001b[1;32m-> 5639\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mbase\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mIndexOpsMixin\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arith_method\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\base.py:1297\u001b[0m, in \u001b[0;36mIndexOpsMixin._arith_method\u001b[1;34m(self, other, op)\u001b[0m\n\u001b[0;32m   1294\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m np\u001b[38;5;241m.\u001b[39merrstate(\u001b[38;5;28mall\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m   1295\u001b[0m     result \u001b[38;5;241m=\u001b[39m ops\u001b[38;5;241m.\u001b[39marithmetic_op(lvalues, rvalues, op)\n\u001b[1;32m-> 1297\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_construct_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mres_name\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\series.py:3017\u001b[0m, in \u001b[0;36mSeries._construct_result\u001b[1;34m(self, result, name)\u001b[0m\n\u001b[0;32m   3013\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m (res1, res2)\n\u001b[0;32m   3015\u001b[0m \u001b[38;5;66;03m# We do not pass dtype to ensure that the Series constructor\u001b[39;00m\n\u001b[0;32m   3016\u001b[0m \u001b[38;5;66;03m#  does inference in the case where `result` has object-dtype.\u001b[39;00m\n\u001b[1;32m-> 3017\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_constructor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   3018\u001b[0m out \u001b[38;5;241m=\u001b[39m out\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m   3020\u001b[0m \u001b[38;5;66;03m# Set the result's name after __finalize__ is called because __finalize__\u001b[39;00m\n\u001b[0;32m   3021\u001b[0m \u001b[38;5;66;03m#  would set it back to self.name\u001b[39;00m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\series.py:442\u001b[0m, in \u001b[0;36mSeries.__init__\u001b[1;34m(self, data, index, dtype, name, copy, fastpath)\u001b[0m\n\u001b[0;32m    440\u001b[0m     index \u001b[38;5;241m=\u001b[39m default_index(\u001b[38;5;28mlen\u001b[39m(data))\n\u001b[0;32m    441\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m is_list_like(data):\n\u001b[1;32m--> 442\u001b[0m     \u001b[43mcom\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequire_length_match\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    444\u001b[0m \u001b[38;5;66;03m# create/copy the manager\u001b[39;00m\n\u001b[0;32m    445\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(data, (SingleBlockManager, SingleArrayManager)):\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\common.py:557\u001b[0m, in \u001b[0;36mrequire_length_match\u001b[1;34m(data, index)\u001b[0m\n\u001b[0;32m    553\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    554\u001b[0m \u001b[38;5;124;03mCheck the length of data matches the length of the index.\u001b[39;00m\n\u001b[0;32m    555\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    556\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(data) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(index):\n\u001b[1;32m--> 557\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    558\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLength of values \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    559\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(data)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    560\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdoes not match length of index \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    561\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(index)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    562\u001b[0m     )\n",
      "\u001b[1;31mValueError\u001b[0m: Length of values (32) does not match length of index (1)"
     ]
    }
   ],
   "source": [
    "predict=results.get_prediction(start='2020-01-01')\n",
    "metrics(test, predict.predicted_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a1d27ca3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performing stepwise search to minimize aic\n",
      " ARIMA(2,1,2)(1,0,1)[12] intercept   : AIC=inf, Time=0.84 sec\n",
      " ARIMA(0,1,0)(0,0,0)[12] intercept   : AIC=1674.286, Time=0.01 sec\n",
      " ARIMA(1,1,0)(1,0,0)[12] intercept   : AIC=1571.696, Time=0.29 sec\n",
      " ARIMA(0,1,1)(0,0,1)[12] intercept   : AIC=1623.512, Time=0.21 sec\n",
      " ARIMA(0,1,0)(0,0,0)[12]             : AIC=1674.286, Time=0.01 sec\n",
      " ARIMA(1,1,0)(0,0,0)[12] intercept   : AIC=1674.184, Time=0.04 sec\n",
      " ARIMA(1,1,0)(2,0,0)[12] intercept   : AIC=inf, Time=0.51 sec\n",
      " ARIMA(1,1,0)(1,0,1)[12] intercept   : AIC=1552.039, Time=0.49 sec\n",
      " ARIMA(1,1,0)(0,0,1)[12] intercept   : AIC=1623.472, Time=0.20 sec\n",
      " ARIMA(1,1,0)(2,0,1)[12] intercept   : AIC=1554.022, Time=1.02 sec\n",
      " ARIMA(1,1,0)(1,0,2)[12] intercept   : AIC=1554.220, Time=1.25 sec\n",
      " ARIMA(1,1,0)(0,0,2)[12] intercept   : AIC=1600.627, Time=0.70 sec\n",
      " ARIMA(1,1,0)(2,0,2)[12] intercept   : AIC=inf, Time=1.28 sec\n",
      " ARIMA(0,1,0)(1,0,1)[12] intercept   : AIC=1552.733, Time=0.32 sec\n",
      " ARIMA(2,1,0)(1,0,1)[12] intercept   : AIC=1553.837, Time=0.63 sec\n",
      " ARIMA(1,1,1)(1,0,1)[12] intercept   : AIC=inf, Time=0.91 sec\n",
      " ARIMA(0,1,1)(1,0,1)[12] intercept   : AIC=1552.190, Time=0.53 sec\n",
      " ARIMA(2,1,1)(1,0,1)[12] intercept   : AIC=1555.440, Time=0.74 sec\n",
      " ARIMA(1,1,0)(1,0,1)[12]             : AIC=1552.039, Time=0.50 sec\n",
      "\n",
      "Best model:  ARIMA(1,1,0)(1,0,1)[12] intercept\n",
      "Total fit time: 10.525 seconds\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ARIMA(order=(1, 1, 0), scoring_args={}, seasonal_order=(1, 0, 1, 12),\n",
       "      suppress_warnings=True, trend='t')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = auto_arima(train, seasonal=True, m=12, trace=True, suppress_warnings=True, error_action='ignore', stepwise=True, trend='t')\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b3670808",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -0.1498      0.072     -2.076      0.038      -0.291      -0.008\n",
      "ar.S.L12       0.9797      0.018     55.825      0.000       0.945       1.014\n",
      "ma.S.L12      -0.6785      0.134     -5.055      0.000      -0.942      -0.415\n",
      "sigma2      7.613e+04   1.03e+04      7.373      0.000    5.59e+04    9.64e+04\n",
      "==============================================================================\n"
     ]
    }
   ],
   "source": [
    "mod = sm.tsa.statespace.SARIMAX(train,\n",
    "                                order=(1, 1, 0),\n",
    "                                seasonal_order=(1, 0, 1, 12))\n",
    "\n",
    "results = mod.fit()\n",
    "\n",
    "print(results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cb50259",
   "metadata": {},
   "outputs": [],
   "source": [
    "results.plot_diagnostics(figsize=(15, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6349abc",
   "metadata": {},
   "outputs": [],
   "source": [
    "predict=results.get_prediction(start='2004-02-01')\n",
    "metrics(train['2004-02-01':], predict.predicted_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8bee5cfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "predict=results.get_prediction(start='2019-01-01', end='2020-12-01')\n",
    "metrics(test, predict.predicted_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c00341d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_excel(\"MyDumpPT.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a7280ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "mpl.rcParams['axes.grid'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36ec13a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['year', 'month', 'Y'], dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b6787a00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "248\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002</td>\n",
       "      <td>January</td>\n",
       "      <td>6164.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2002</td>\n",
       "      <td>February</td>\n",
       "      <td>5377.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002</td>\n",
       "      <td>March</td>\n",
       "      <td>5331.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2002</td>\n",
       "      <td>April</td>\n",
       "      <td>4869.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2002</td>\n",
       "      <td>May</td>\n",
       "      <td>4516.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month       Y\n",
       "0  2002   January  6164.3\n",
       "1  2002  February  5377.2\n",
       "2  2002     March  5331.6\n",
       "3  2002     April  4869.2\n",
       "4  2002       May  4516.4"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data = df['Y'].values.astype(float)\n",
    "print(len(all_data))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "86671edc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 6164.3       5377.2       5331.6       4869.2       4516.4\n",
      "  4315.9       4557.3       4145.6       4423.9       5397.7\n",
      "  5719.5       6193.4       6380.4       6032.8       6253.7\n",
      "  5480.4       4843.1       4510.4       4580.        4707.9\n",
      "  4977.1       5477.7       6570.5       7135.        6731.5\n",
      "  6273.3       6475.1       5834.2       5333.02178   4962.70597\n",
      "  5207.03253   5508.4       5408.1       6432.9       6669.8\n",
      "  7157.78895   7292.32632   6671.28987   6267.39031   5690.59329\n",
      "  5310.15476   4964.07462   5063.23568   5298.11967   5615.80079\n",
      "  6086.39138   6586.54837   7506.99647   7486.7329    6618.00085\n",
      "  6552.9776    5988.40429   5791.97675   5365.936     4955.4769\n",
      "  5279.90134   5919.702718  6685.71445   6973.65882   8223.01059\n",
      "  7864.7286    6846.23436   7263.71624   6425.61085   5980.43998\n",
      "  5485.87307   5473.12372   6060.903114  5905.28091   6805.16001\n",
      "  7276.37991   8224.30324   7711.        6900.        7026.\n",
      "  6402.        5916.        5707.        5539.        5974.\n",
      "  6127.        7346.46127   6891.54      7577.6       7559.\n",
      "  6955.3       6790.2       6378.8       5852.4       5928.5\n",
      "  5606.6       5887.3       6349.        7044.9       7970.6\n",
      "  8437.7       8071.0642    7449.34996   7593.68596   6833.60799\n",
      "  7489.76608   6263.12336   6238.59654   6120.0299    6400.69757\n",
      "  7200.        8076.2       8480.7       8588.26      7901.8123\n",
      "  8049.67021   7096.1374    6499.89805   6338.61938   6400.\n",
      "  6822.7541    7040.8795    7457.281     8448.3005    9099.5025\n",
      "  9414.9128    8491.2396    8477.5906    6835.5485    6636.4398\n",
      "  6193.4027    6521.7384    6474.4336    6611.3238    7572.6056\n",
      "  8768.4       9383.8       9210.2       8420.6       8249.4301\n",
      "  7587.5006    7351.5       6882.1       7010.2       7009.6\n",
      "  7223.6       7936.9       8354.8       8881.6       9104.9\n",
      "  8447.        8521.9       7454.6       7162.8       7023.8\n",
      "  7213.9       7142.7       7534.7       8303.7       8743.6\n",
      "  9662.2       9067.9       8107.2       8428.2       7481.3\n",
      "  7002.4       6923.4       6822.4       7167.7       7129.\n",
      "  8051.2       8304.1       8714.4       8803.9       7959.2\n",
      "  8259.2       7537.6       7359.7       6996.9       7500.4\n",
      "  7131.3       7122.6       8615.8       9039.9       9495.3\n",
      "  9375.5       8711.2       9393.6       8260.1       8150.8\n",
      "  7762.8       8266.6       7988.4       8102.1       8851.9\n",
      "  9321.3      10283.1      10529.        9489.3       9782.1\n",
      "  8828.2       8595.4       8208.1       8725.2       8059.9\n",
      "  8047.7       8842.7       9377.3      10137.       10103.5\n",
      "  9200.6       9210.6       8432.3       8067.9       8601.1\n",
      "  8546.        8418.5       8199.6       9285.6       9951.4\n",
      " 10881.6      10352.1       9684.3       9633.4       8247.1\n",
      "  8285.9       8125.5       8355.3       8285.9       8489.6\n",
      "  9471.       10171.9      11781.9      11169.7       9644.8\n",
      " 10514.743     9253.298     8857.546     8580.664     9105.225\n",
      "  9072.27      9153.127    10170.753    10408.62     11035.033\n",
      " 10922.551    10066.907    10531.746     8983.6       8692.07\n",
      "  8509.58      8897.92      9098.21    ]\n"
     ]
    }
   ],
   "source": [
    "print(all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0b66e22b",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data_size = 12\n",
    "\n",
    "train_data = all_data[:-test_data_size]\n",
    "test_data = all_data[-test_data_size:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "556410ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "236\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "print(len(train_data))\n",
    "print(len(test_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c414173b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 9153.127 10170.753 10408.62  11035.033 10922.551 10066.907 10531.746\n",
      "  8983.6    8692.07   8509.58   8897.92   9098.21 ]\n"
     ]
    }
   ],
   "source": [
    "print(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c08e752e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c3f71403",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
    "train_data_normalized = scaler.fit_transform(train_data .reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4d2110dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.47128845]\n",
      " [-0.67743541]\n",
      " [-0.68937836]\n",
      " [-0.81048413]\n",
      " [-0.9028849 ]]\n",
      "[[0.33774158]\n",
      " [0.23409138]\n",
      " [0.16157406]\n",
      " [0.29896023]\n",
      " [0.29032909]]\n"
     ]
    }
   ],
   "source": [
    "print(train_data_normalized[:5])\n",
    "print(train_data_normalized[-5:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "efccbc93",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "train_data_normalized = torch.FloatTensor(train_data_normalized).view(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "929794ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_window = 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "90fc5f30",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_inout_sequences(input_data, tw):\n",
    "    inout_seq = []\n",
    "    L = len(input_data)\n",
    "    for i in range(L-tw):\n",
    "        train_seq = input_data[i:i+tw]\n",
    "        train_label = input_data[i+tw:i+tw+1]\n",
    "        inout_seq.append((train_seq ,train_label))\n",
    "    return inout_seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "514c1d8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "224\n"
     ]
    }
   ],
   "source": [
    "train_inout_seq = create_inout_sequences(train_data_normalized, train_window)\n",
    "print(len(train_inout_seq))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cfc9d971",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(tensor([-0.4713, -0.6774, -0.6894, -0.8105, -0.9029, -0.9554, -0.8922, -1.0000,\n",
       "          -0.9271, -0.6721, -0.5878, -0.4637]),\n",
       "  tensor([-0.4147])),\n",
       " (tensor([-0.6774, -0.6894, -0.8105, -0.9029, -0.9554, -0.8922, -1.0000, -0.9271,\n",
       "          -0.6721, -0.5878, -0.4637, -0.4147]),\n",
       "  tensor([-0.5057])),\n",
       " (tensor([-0.6894, -0.8105, -0.9029, -0.9554, -0.8922, -1.0000, -0.9271, -0.6721,\n",
       "          -0.5878, -0.4637, -0.4147, -0.5057]),\n",
       "  tensor([-0.4479])),\n",
       " (tensor([-0.8105, -0.9029, -0.9554, -0.8922, -1.0000, -0.9271, -0.6721, -0.5878,\n",
       "          -0.4637, -0.4147, -0.5057, -0.4479]),\n",
       "  tensor([-0.6504])),\n",
       " (tensor([-0.9029, -0.9554, -0.8922, -1.0000, -0.9271, -0.6721, -0.5878, -0.4637,\n",
       "          -0.4147, -0.5057, -0.4479, -0.6504]),\n",
       "  tensor([-0.8173]))]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_inout_seq[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6bbb169f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class LSTM(nn.Module):\n",
    "    def __init__(self, input_size=1, hidden_layer_size=50, output_size=1):\n",
    "        super().__init__()\n",
    "        self.hidden_layer_size = hidden_layer_size\n",
    "\n",
    "        self.lstm = nn.LSTM(input_size, hidden_layer_size)\n",
    "\n",
    "        self.linear = nn.Linear(hidden_layer_size, output_size)\n",
    "\n",
    "        self.hidden_cell = (torch.zeros(1,1,self.hidden_layer_size),\n",
    "                            torch.zeros(1,1,self.hidden_layer_size))\n",
    "\n",
    "    def forward(self, input_seq):\n",
    "        lstm_out, self.hidden_cell = self.lstm(input_seq.view(len(input_seq) ,1, -1), self.hidden_cell)\n",
    "        predictions = self.linear(lstm_out.view(len(input_seq), -1))\n",
    "        return predictions[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5c52a116",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = LSTM()\n",
    "loss_function = nn.MSELoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5c4e5a0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LSTM(\n",
      "  (lstm): LSTM(1, 50)\n",
      "  (linear): Linear(in_features=50, out_features=1, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "aa06d563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:   1 loss: 0.00743694\n",
      "epoch:  26 loss: 0.00245557\n",
      "epoch:  51 loss: 0.00145892\n",
      "epoch:  76 loss: 0.00325798\n",
      "epoch:  99 loss: 0.0014339872\n"
     ]
    }
   ],
   "source": [
    "epochs = 100\n",
    "\n",
    "for i in range(epochs):\n",
    "    for seq, labels in train_inout_seq:\n",
    "        optimizer.zero_grad()\n",
    "        model.hidden_cell = (torch.zeros(1, 1, model.hidden_layer_size),\n",
    "                        torch.zeros(1, 1, model.hidden_layer_size))\n",
    "\n",
    "        y_pred = model(seq)\n",
    "\n",
    "        single_loss = loss_function(y_pred, labels)\n",
    "        single_loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "    if i%25 == 1:\n",
    "        print(f'epoch: {i:3} loss: {single_loss.item():10.8f}')\n",
    "\n",
    "print(f'epoch: {i:3} loss: {single_loss.item():10.10f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "eab4f0fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.13772377371788025, 0.39475923776626587, 0.5783298015594482, 1.0, 0.8396605849266052, 0.44027867913246155, 0.6681227684020996, 0.33774158358573914, 0.2340913861989975, 0.16157406568527222, 0.29896023869514465, 0.29032909870147705]\n"
     ]
    }
   ],
   "source": [
    "fut_pred = 12\n",
    "\n",
    "test_inputs = train_data_normalized[-train_window:].tolist()\n",
    "print(test_inputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "24b2aa9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.eval()\n",
    "\n",
    "for i in range(fut_pred):\n",
    "    seq = torch.FloatTensor(test_inputs[-train_window:])\n",
    "    with torch.no_grad():\n",
    "        model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n",
    "                        torch.zeros(1, 1, model.hidden_layer_size))\n",
    "        test_inputs.append(model(seq).item())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b3f4686c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.11807389557361603,\n",
       " 0.11285483837127686,\n",
       " 0.29215240478515625,\n",
       " 0.5016939640045166,\n",
       " 0.6988602876663208,\n",
       " 0.8617236018180847,\n",
       " 0.767349123954773,\n",
       " 0.33975064754486084,\n",
       " 0.38889604806900024,\n",
       " 0.4235025942325592,\n",
       " 0.02599569596350193,\n",
       " 0.13242107629776]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_inputs[fut_pred:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a225fd6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 8414.57384438]\n",
      " [ 8394.64670113]\n",
      " [ 9079.23170433]\n",
      " [ 9879.29280866]\n",
      " [10632.10340735]\n",
      " [11253.93997028]\n",
      " [10893.60405763]\n",
      " [ 9260.96893492]\n",
      " [ 9448.61344593]\n",
      " [ 9580.74643017]\n",
      " [ 8063.00546654]\n",
      " [ 8469.35353247]]\n"
     ]
    }
   ],
   "source": [
    "actual_predictions = scaler.inverse_transform(np.array(test_inputs[train_window:] ).reshape(-1, 1))\n",
    "print(actual_predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f5ee623a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[236 237 238 239 240 241 242 243 244 245 246 247]\n"
     ]
    }
   ],
   "source": [
    "x = np.arange(236, 248, 1)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "fbc2ac58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "plt.title('Помесячное потребление')\n",
    "plt.ylabel('Общее потребление')\n",
    "plt.grid(True)\n",
    "plt.autoscale(axis='x',tight=True)\n",
    "plt.plot(df['Y'])\n",
    "plt.plot(x, actual_predictions)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "00eba306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "plt.title('Потреление электрической энергии в месяц')\n",
    "plt.ylabel('Общее потрбление электрической энергии')\n",
    "plt.grid(True)\n",
    "plt.autoscale(axis='x',tight=True)\n",
    "plt.plot(df['Y'][-train_window:])\n",
    "plt.plot(x,actual_predictions)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "313d3e99",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_size = plt.rcParams[\"figure.figsize\"]\n",
    "fig_size[0] = 15\n",
    "fig_size[1] = 5\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "77dc14ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f9f4024910>]"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Month vs Passenger')\n",
    "plt.ylabel('Total Passengers')\n",
    "plt.xlabel('Months')\n",
    "plt.grid(True)\n",
    "plt.autoscale(axis='x',tight=True)\n",
    "plt.plot(df['Y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c795003",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
